{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 实验一 图像基本操作及点处理\n",
    "### 一、实验目的\n",
    "1.\t掌握读、写图像的基本方法；\n",
    "2.\t掌握PYTHON语言中图像数据与信息的读取方法；\n",
    "3.\t理解图像灰度变换处理在图像增强的作用；\n",
    "4.\t掌握绘制灰度直方图的方法，理解灰度直方图的灰度变换及均衡化的方法。；\n",
    "5.\t掌握基于华为ModelArts开发环境的数字图像处理基本操作。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 二、实验内容与要求\n",
    "\n",
    "熟悉Python语言中对图像数据读取，显示等基本函数。\n",
    "1.\t将目录下work文件夹中的\"lena_ill.png\"文件读出。用到图像数据读取，显示等函数，观察一下图像数据，将这个图像显示出来。读入不同情况的图像，请自己编程和调用Python函数用常用灰度变换函数对输入图像进行灰度变换，比较相应的处理效果，感受图像灰度变换处理在图像增强的作用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[255 255 255]\n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  ...\n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  [225 236 255]]\n",
      "\n",
      " [[255 255 255]\n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  ...\n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  [225 236 255]]\n",
      "\n",
      " [[255 255 255]\n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  ...\n",
      "  [255 255 255]\n",
      "  [255 255 255]\n",
      "  [225 236 255]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[137  38 201]\n",
      "  [137  38 201]\n",
      "  [126  47 225]\n",
      "  ...\n",
      "  [201 158 255]\n",
      "  [179 158 255]\n",
      "  [179 137 255]]\n",
      "\n",
      " [[137  38 201]\n",
      "  [137  38 201]\n",
      "  [158  57 236]\n",
      "  ...\n",
      "  [190 168 255]\n",
      "  [190 168 255]\n",
      "  [190 168 255]]\n",
      "\n",
      " [[137  38 201]\n",
      "  [137  38 201]\n",
      "  [158  57 236]\n",
      "  ...\n",
      "  [190 168 255]\n",
      "  [190 168 255]\n",
      "  [190 168 255]]]\n"
     ]
    }
   ],
   "source": [
    "# 填入代码，并展示运行结果\n",
    "#读取图片\n",
    "import cv2\n",
    "img1=cv2.imread('work/lena_ill.png')\n",
    "print(img1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d0bb9940>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#显示图片\n",
    "from matplotlib import pyplot as plt\n",
    "im1=img1[:,:,::-1]#imread得到bgr，imshow得到rgb\n",
    "plt.imshow(im1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d0d83a90>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对输入图像进行灰度化处理\n",
    "import numpy as np\n",
    "img2=cv2.cvtColor(img1,cv2.COLOR_RGB2GRAY)\n",
    "plt.imshow(img2,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d0eb54f0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对输入图像进行灰度转化\n",
    "ret,img3=cv2.threshold(img2,190,255,cv2.THRESH_BINARY)\n",
    "plt.imshow(img3,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d492ffd0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ret,img4=cv2.threshold(img2,230,255,0)\n",
    "plt.imshow(img4,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d496f730>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ret,img5=cv2.threshold(img2,230,255,16)\n",
    "plt.imshow(img5,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.\t绘制图像灰度直方图的方法，对图像进行均衡化处理\n",
    "将Python目录下work文件夹中的图像文件读出，用rgb2gray()将其转化为灰度图像，记为变量B。请自己编程和调用Python函数完成如下实验。\n",
    "\n",
    "- 1）\t显示B的图像及灰度直方图，可以发现其灰度值集中在一段区域，用函数将它的灰度值调整到[0, 1]之间，并观察调整后的图像与原图像的差别，调整后的灰度直方图与原灰度直方图的区别。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d4c2f1c0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NNZhGqFgLT3O+HwEwtQzLqIVOMZfL1WAkdGj8fNKB1ZLqYqD1J7GlVjfUiO9i77GUtKarqws9PT1SwuS9z+Vyr2F8Eu9RnbPBYMD8/Dz27duHH/3oR4hEInC73XA6nXKNDocDNptNDjymLryPS7WfCsdAL63ShMnpJ1BI6mk6nZa/q4xEhvcq1qBuZrXstrjpiY5ATU/UjUqgkOE8f64yHNXfVwlAauMSsY58Po9UKoVsNisLlmzDfD4v78lohuEpexFUngbTmYvxG1SSFKsJLpdLnIYaVXFTE5mnk1E3NnEbNmXxnjLtYHjMBX81ypZLjTp4oPwk72EymdDZ2Yl8Po94PI50Oi0NVOQ2qPwXOmumiHNzc3j44YfxwAMP4Pz58zUpZSAQgM/ng8fjESdC/IjPfjn2jscYgAsnDI0nnMvlEvopw38uOrV8qObmAGpOfZ5kKnGJToHRhFpB4ENefDrkcjnBB1TwT21eUnnxfOhqOVMNRVW+Af/OUFTt6OT9YKrAa1AjFJPJJKQvglh0jGqZU2VNXiwt43UyFVGbycxms2wUXhsp5YxK+P5qJPOTphNLxSde73UqKHu593O5XKivr0coFJLvZ7fbBfPiPWcKy9eMjY3hqaeewkMPPYSpqSlx3OyeZJrMBkCazWZDsVhENBpd0veU77SsV79NjRu7VCohnU4jk8nI5l+MqBOoUxmOaoTAU5ALgCc+c2tueBU9VqsO3DTcKNz4bre75nRlfr74xOXrVXYj8Q1WENRKg7po2a3Iz+drSTPmYiMuwPw0nU7L5lSJV3SEKo6yuBZfqVQEfVfJTXR0jIxUgplKh2YkQsegAqqLmZdvpfFalnI97e3tNYcAnwNLvHw/RmiTk5N48skn8YMf/AChUEjIaowG/H4/LBaLYFJ03nS2bNVejv1UOAa1VKk2pAAXAEbeOJ6WdCZqY4umaaJBoAKA5PszzGV+x5Ofn80oQ22cUbsHGa3wmrlJmI+rHAluJKYA6knFTceTmNdHIJMOIJPJSClTJVwx7yVusTgy4HdTMQZeO50iQ2JgQQuA18D0Qy3ZAZDNTtJVqVRCPB5HJpOBri/Qf5k/07kRy3krbbEzWIpjcDqd2Lhxo6yvZDIp9zKRSNSUlEOhEJ555hk8/fTTmJqakkjLYDAIuEhnHI/HpTeC/AiCzVxXS7W3rWNYzknBm0wQTw3LWVfnfwDkBGbuDVw4IQHIZgYudLZxoXKTLj7N1UXMz+JrCCby2tTQns6FrEtuagDyWv6cjkd9HYFPNfooFotwOp1wOBzSpMTr5AmubnRu/nw+LwuX/6Z+V55k/G5cuCpuojoXRmqMapgi8DTkPeV1qZWVVCpV87tvpS1ei0tZm62trXA6nQLQEvAlZmOxWDA3N4cnn3wSjz32GIaGhgAsPFceZB6PR/5jZKW2ZVMDhCD7cuxthzEs9s6Xy+nUf+epyIWmRg0qC5LvWygUBKRkPqs6DHXBq7kyS5LFYhEOh6Mm7Kdz4IayWCyC5gOowQQYIRA8UqsHDD/VE8tutyOXyyEWi9XgE9ykaoWDERI/D7jQvclogn0lLDGSaMXKAyMMm82GTCYji5YREyM0vi+jFYKLNL6W/SLkLvAesEbPe8B0j6nLUtbB1TD1c9R1qAKrSzWTyYQ1a9bg6NGj8r3dbjeAhedImvPevXsxNjYmJXaVGMV7xIOGhwLXrsqtWS5D9G3lGBaXhJb6IIxGI1wul5R1KJih5toMswEIFVitTPD0IlDJsl4ul4Pb7Rb9BL4ny6Pq6aiCZSqirLIF1V4Cen86AX4uwVP+DjdIIpGA0+lEIBCQ72Kz2WoYkhcz3kf1+mw2GwKBgOS+mUwG8XhchFzo0Oik1O+qpiyMInK5nGA3qlO2WCzSSsyIAIDcS0YHamWmWCzC6/XWEKLeSMdwqQiAG/NijmkpzqqlpQXhcFieb6lUgtfrxfT0NF588UU88sgjmJ2dRT6fF8CW993r9YqzJQjOlDkajdZUzyqVyjuX+bg4l6PHXIpxE6okHZ52rCAUCgXY7XZBvdUTHLhQx1arDQBEwUmtEBAHIMDEzaCGvbquizOh8+FG4r8TCCTWwIdMKjU3GFmWXq+3hmh1NYxO1eVyobGxUbCHcDiMWCwmzoqLUG12Ip6ikrLoSBipqCkScQveK4fDgXg8XlPBIEbEzcAo7mqburHVKPJiG37xvwOvX96kGY1G9PT04OTJk3C73QgEAohGo9i3bx8ef/xxDAwMyP0lcxWA9N0AqOnoZamaa1etnL1jy5XkGbBsSMdwuUWhPkietATU1Hydr2WYygqD2lDFn7Gxig0uKoVVbYxiuEsKLDe+im8QmFzMnWe4zddyAfBeUDbOYDCgoaFBuvTeSCNRzG63w+/3Ix6PY35+HqlUSrr+TCYTksmkNI+RSckog45MTYfU6IDPlt9V3fhqyZP39o1iP14sZeD/q9EaX3uxiEF9n0uZ2+2Wrt9wOIyjR49i3759mJyclCY34AJHhevfbDYjmUxKmZP4FlM1prUU2V3ufXpbOAZuPNZovV6vgC1LMZVJSJYZc2VubFWYhc0ozNtUJ6JpmgB3VPwFLkiqqRuaEQkA4QLwwXFzE6xUQ0GSpAjOsRFGdWRer1cEONQehzfLNE2Dz+eD2+3G3Nwc5ubmapwVQ38V+CTvn9+X+A3vM6Msg8EgwjlMrei0DQaDgG1vRLSgbmjVEVzqcxb/22LS1lJSioaGBpRKJdFoHB0dFUVt4g6MHNTeHt7nQqGAZDIJTdPg9XqhaReo8nSey21RX/GOgScJG6BYdltOKrGYskp6qN1ul3JetVqVxUiUmGAaFydl5Vk1SKfT4lC4IBY3+pCSqrIE6RDUXgI6EmoesFeB18kUgYtCVb1+K81oXJB2r6+vx/DwMBKJhABlqgBspVKR1mOqGTNnpp4jAMRisRqSFE9BNZQmIMqqytW8B5fayIsjAJW5uZhrQlNTqssRpDKZDB566CEcPXr0NS3ywEJkYbPZag4OVoIY4bK9muxdgpLEmZZjK94xAEAymcT4+DgymYyEqMthrKnVAP6sXC7D6/XC6XRKiUwFcfh6NX1RVZ9YQlQdCasQqpNhysCykRrSqZEBoyKmKT6fD36/X1B/WrW60ClKQE69JtpSw9iraRaLBWvWrMH09DQmJyeRTCZF9o6pBaXGuGiZlvFa1a5L3l86TDpLm82GbDb7Gh3Ln8QWY1eL31O9jyqGoBLILmbLYUTOzc3hyJEj0jtitVqlokXei0oEo+NIJpNSIaNoLtMsv9+PWCwGo3FBWHc5tqIdA/P0mZkZTE1NIZVKYfXq1SgUCnLTlvo+JpNJ+v55KqdSKcEb2EDFTU5wjKc0w/y6ujphpKnzE3gy6rou2gmsfCxuQOIJR0COVORcLgev1ytgIoAashTTFZ6eKjbBa+VpQ2cDLA0IuxpmMBjQ1tYGr9eL2dlZUUjm96UjU6MkOgimE2rKBVwgPjGNymazUi5mmnI1y5WXSh9UZ6uCjYuxiCu5jkqlgr1790p7NRuneEix/0HTNOG7MLWmseRJvofKoPT5fK+p6F3OVrRjICtsfHxc+OFqTr5U48Iju5CinGT2UVSFhBAV/CPngaE8NzerF+S682EZjUZp7qEj4kInQMnckFFEpVLhpCAEg0GcPXsWxWJRyo6s7aukKebjjBZ4nYu/91thTqcT3d3dqKurw/DwsKDm1DRklUjlMvDa2WpMowOmZgHvO3Ppq+EU1LKjahfDD/jzizmQxU7j9d5Ltf379+O+++6TA4TvVa1WJV3i4eD1epFOpxGJRMTJ8r6yG5UHVblcRjAYhKZpK2OuxNUwhk7RaBRzc3OYnZ2F1+uVjbjUBaGi3eqYOYZkHP/FMI15fy6Xk1Obm44Rga7rwmvnQ1OvOZvN1uAXzLV5UtKB0CkwT3U4HIhGozh58iS6uroEaOICYElVlZZXHRhzUjXnfrPIP4vNYDCISvKpU6cQjUZhs9ngcrlqMBY6Yd4DnnjABQUjbgoaowSeqm8Gh+FyG35x5LA4grhUyjM4OIgvfOELst5YuaETsNvtgiMw7eUaAhYiSofDgUKhILqSJLSRTzI0NISxsSVPpwOwgh1DtVpFNBrFyMgIhoeHkUwmEQgE5N8uRSxZbHQMalu0yspj3s+clRoGdAQ0hsEEEVXhDABC0uFCJ3GHICYAechE2LmhmR9ms1mEQiEEg0FUKhVkMhmJOhjZ1NUtyI+bTCZZKGrUwO+misXwu10uJ34jzOfzYffu3Th58iTGx8eF9lxXV1czVIe0XT7TcrkMh8Mh91XlbfCZ8j4uxy7GWLzY3y9XieDrl4N1LbbBwUH85V/+JU6ePCkT0WikPXMN8VBjyzZ1QzjDMhQKSWptNpvR1NQEi8WCoaEhjI6OirNdqr31RPOLGMPuUCiEgYEB6Q5TxUmWYyp1WVVZZt7G9MTtdsNsNsNms4lyENMAVaOAgKLVapXTnAuUUQGBM+CCQhJDaC4SMidLpRJ8Ph+SySTS6bTIhuv6gtjn/Pw86urqEIvFBGXm5Czm5IyEVICTA2/eajOZTOjv70dnZyei0SjS6TTS6TRSqZSAZTSmdIy8WBFS7xnZoEttomI0op626gBd4LVpgpoe8OeXs8Vpx6WcRrVaxaFDh/CpT30Khw8fhsfjqeF68GBRpfiBhWa0cDgMg2FhYK3T6ZRmM+IPbrcbzc3NaGlpAQBMTU2hWCzi2muvvez1q7YiI4ZqtYq5uTlMTk5idnZWGIBqjrocb62GnfSc9L5Ef/kzVWJdBQt5ShF4JMinpgoul6tGmZknnMpoBCALlOCZ2+2G0bgwYJcRQqlUQiQSQalUgtPpFGAKWIg8ksmk9EYkk0k0NDRIjqoSgRhmqiPo3gozGo3o7+9HXV0dZmZmEI/HEYlEashKaveoyt5jxMRIiGE1n9PljM+AZU+2n7OB7GI8hMVMxou9p/r6xfZ6Zc/9+/fji1/8IgYHB2GxWJBMJmv0LxwOB7xeL0qlEjKZjAjvkDLudrtf0y9Dfo3dbkdbWxvi8Tj279+PcDiMHTt24Atf+AJ27dq1pGcFrEDHwPx9YmIC586dk5FxpByrTUZLMbUUyA0MoIYwpG5yIukAxBkBF3QFePqoPAXWidmZyOYoALLoS6WS4AOsGnBhB4NBjI6OSoUinU5LOcrlctVMyCoWi4LMcwOxb0Ctm6tgqXpty51IdDXNYDBg48aNWL9+PTKZDF544QUMDAxA13WpMqkdlGrqo1Z5iN+okdrljKW9ZDKJTCYj/QbBYPA1TUnApasLFwMo1f+/HCA6Pj6Ob3zjGzh37pw8T4vFIuuC6SbXqtlsFmIf1woFhjjdipGGw+FAa2sr0uk0jhw5glAohL6+PnzmM5/B1q1bl3SfaCsulahWL4zujsViQu4BLvAPlluVoDdW25v5EPhgOe6LjD2eXDzp+Sc3GR2Jy+WCz+eT05sPjN6c70t+A0k7DJHtdjtKpZIAR8lksia0JirNWj7zS5JiyLEAUHPK8nuxHKu+7q02RlfXXnstnE4nIpEIwuGw3D/2gzCVULEYtQWdZcylfmahUMDs7CwGBwcxPz+P2dlZxONxcTjAxTkLqr2ew7jcgZVKpfDggw/ixIkTghMBF3Agsjlp+Xwe8/PzSKfTUuXy+/0wGo1IpVJCnmMKQZn6WCyGcDiM3t5e/Nqv/Rre+973vr27Kyk2MTo6ivn5eaEw0yNyM14JBZilSZ4yKtYALICHlPZWyUhkmnERLm4lrlariMViko4QECImwnSFHAgA4qQsFgucTqfMG2AaQgfGjlBuFqoAq92VLJMSuQYuUMCZqhDvYErEk/itTC2ABVr39u3b8eCDD8qJzUY2lnV5zwHU5NzczEuNHAkMx+NxhEIhTE9PS5XLbDbD5/PJay8HQl4sjbhYtUL9eT6fx759+/D9739f1jSfCwFEUqApB0/cgI6xvr4eZrMZkUgEyWSypu09EAjIEN1KpYKuri788i//Mj760Y8uq32AtmIcA0t9ExMTmJycxMzMjJzurAYwn1IbjpbyvkwZ1EoAf5ccdOZ3LpcLiURCwn+HwyFy7wzPmRbw9zVtYfoPkWOeeABkAXMhkGDFdCMcDmNyclLYfHQMfr9fTvl8Pi84RCKRgN1ul9CaMnWBQECAU0Y1PE150qogHr/vW20bN27E0NAQTp069ZoqkErYAlCTVwNLV3gGIL0ZVqsViUQCiUQCc3NzsFgs8Hq9cn+X4gSA10YTr5dCVKtVDAwM4Hvf+x7C4bB0jHo8nprUlpRns9ks8yaZVlJhm/NRVDGhpqYm+P1+JJNJcZ6/+Iu/iA9/+MM1Dm85tmIcA1OIsbExTExMiPw5bzTTAWo1Lsd4sjD0z2QyAC4QgNTe9XQ6Lc6EwCAbUvi5dAY80dhVyEWsircAEOKUOiqMzmNsbEwePq+V7886PgU/i8WinKi8L8ViEc3NzYJDkGmoaZrwMxgZ8TuthGiBVldXh5tvvhmhUAgzMzOSc1M7g2kdqzd0woykiOks5fuojnZoaAh1dXXweDxoaWmBw+FAfX39Jd9rKWVx9U/19eFwGF/96ldx8OBBKb8SX7Lb7ZKKatpCH43VahXZPQDy79lsVkR4jEYj2tvboWkL1Ofm5mbMzs4im83iZ37mZ3DnnXeivr5+aQ/hYvfqin/zKlssFsPg4CCGh4eRzWYFeSXSTn4AQ8zlWKWyMDVKJROpubdaHycd2WazCQikbkRuOAA1eIKKezAVIQquMh65cUulEsLhsKQjDPvZPk3VJLUTk5shkUgIw83pdAq2oEYndCz8fxVjWClOgebz+XDXXXfVhMnpdFpIYfxei1Wz1Tbty5muL+hGcl0Vi0XBG4aHhzE/P18jtw+8/n26VOqw2AqFAp544gkcPHhQ0koeEHa7HU1NTXC5XCgUCtI3wrS3VCohGAwKuByNRuX7ezwe+P1+rFq1Cm63W/bH9ddfj5/5mZ9Ba2vrUm79JW1FOIZKpYJQKITx8XEkk0m4XK6a006tQ5OyDCy9gYYbq1wui9AImYb03jzl2U2pkmeY5vC9eDqTO0CnwpZjpid2u13yO/IbmCNT6ISdcUSjiQ1wyClr/axXk8hCJ8l0KxwOSziqRgkAhK+x0hyCah0dHbjlllsAQPAWKkYBF5rW6FSvhNHJiImp2Pz8PKampjA+Po7R0VHMzs5eUtDkYqkD/1Tvrfr/lUoF+/fvx3e/+13U1dXhmmuuQVdXl/TbNDU1SVMYwVUqVun6gtQbUwF2TLIF3+Vy1YCS1WoVq1evxg033IDGxsaae3Ml3J8VkUqUSiWMjY3JoueNI3WYPHmCa8vJLVUjw465PHEHNq0AqKkIkATDvI18BFKPVQFXlbHHWjuvn06B2gnT09OSsnBz85qKxSL8fn9NFMPfn5+fBwBBsP1+P4CFELm+vl4iGd7Di9lbRZFeiu3YsQNjY2M4cuQIgAUU3+v1SgTGaE1NlZb6XYgxsPLEQ4bKyplMBtFoVEqYS+EpqH9ezKampvCf//mfGBsbE/AzkUjI+uYa4dooFosivmI0GtHW1gar1YqJiQnk83npD+Hv+Hw+eL1e+Hw+OJ1O7Nq1S4hNi7/7cu2yv6Fp2n9omhbSNO2k8jO/pmlPaZo28OqfPuXf/qemaYOapp3TNO2OpVxEqVTCyMgI0um06OPzBOZpzQdAjYSlGvkCxBAYthOko6PQdV28MXBB/ZnIMLscVeEWVX1IRcvpXFRSFMNH/hujCnLa2fhCTUmy+giUhcNhCSGZY9JY+iSX4VKnHjcD7+NKM5PJhFtuuQX9/f1CCSf3gJqRLGmqFZilRo4kN6mpVz6fRygUkvIfWZev956LcYSLOadisYinn34ax48fx/T0tOiJEJPy+XwSTRJf4HNOpVJwuVywWCxIp9NS0SKI7nQ6BSupq6tDY2MjbrjhBvT09Fw10Z6luJKvAbhz0c/+HMDTuq73AXj61b9D07T1AD4CYMOrv/MvmqZdFvrmpBx1WCrzSBWp5wMhp36pRvSWJUKi20wtqAPASITsSkYLTC34QFgeBC6cwGq5ks6D0ulUPSb3X9M0qTuT5MJeAVWtiCWpQCAAv98vJwgl5VQOBhmb6XRaSpR0gup1cjFe6hShM3urLBgM4sMf/jB++Zd/GW1tbYhEIohGo5JfqzMSGMUtJ2qgA+Xz1LQF+bmhoSFMTExgdnYWiUTios71YsDixVIIXddx5swZPPTQQ5IKkY9ht9vR2NhY0zBVKBQEb7JYLGhpaUFDQwMKhQImJiag6wut02REBgIBiR7cbjf6+/vR1tZ2VQVrLvtOuq4/r2la16If3wPgplf//14AzwL4s1d/fp+u6wUAI5qmDQLYBeDl1/sMemiG5lzQzOcp6MGNRN2C5RjDf56o7ENobm4W1SWOYKOD4IwEADULUBVgoVNhD7yac7K1uq6uDj6fD5FIBHNzc1J58Hq9NYAagUY6BpPJJFOGgAsqzuy6ZK9EtVoVARsCUQy9FztQRjnAxQE0FVx9q8xkMmHdunWwWq3Yu3evpBYApExMkdnlhsm5XE4G1wALufvZs2dlujY7QBnRXczpXApvoIXDYdx///04e/asKDwzEqYzYjTK9BGARArEFSKRSE0KRaYrD6bW1lb09fWho6Pjqj+zKwUfG3VdnwGAV/9sePXnrQAmlNdNvvqz15imab+hadohTdMO8RQlck70nmSNSqUi4RYJRMvNk4lVqHMU6urqaqTamHuqY+DUVISntIr2q4QnRiVMR1gm5SJkOsBKBMN6/g5p28wzeX3xeFwcZTAYrBmEw0WuAqX8f9WZMQKiQhSvTQV3V5qtWrUKd999N5xOJxKJBOLxuKQTdJxqVPR6xu/IKMNsNsPj8cBoNEoVZGxsDLOzsxgZGZG0Angt4en1cJpisYjHHnsML7zwApLJpKSrfE5qKZoiujxc6BScTidyuRzy+bykHDyguP4cDgeuvfZa7NixY9l6jkuxq12VuNjduuhT03X9y7qu79B1fQepoHzYDPnosTnEhDjBlZbdSqWSRCWsHnA+IhusKMnmcDjkdFWJVXRgXIxqCVQFG5keaZqGxsZGjI+PIxwOS32auSMbefg5jAhU7IIVEwqD0pH6fD65JxdDx1Vcho5MVaZa3JOwEkHJxsZG3HbbbSJnl81mxaGpcyiWajx9mW4xWkwkEpiYmMDx48dx7tw5hEIhJJPJ19ClVT1K/oym6zrOnTuHH/zgBwiHwwJ2co2pwj1k1AIXmvc8Hg/sdjtmZmYwPj4ukSjxKSo+22w2XHfddbj++uvh8Xiu0p2utSt1DHOapjUDwKt/hl79+SSAduV1bQCmL/dm6g1ntMCbxgiCJCS1kWmppm4yVS8QuDDpmWEagT+1v4AtwCroqGosMAqgehP/y+fzAmjG43FR0WHYDwDRaFS4EnQu3AC8LqfTCa/XK/wFtXef75NOp0Xqi4tWJXCxU4/aiVS3pmNZyXb99ddj48aNABb0PxOJxLJl0enQzWazpCNM3zweD6rVKiKRCMbGxjA2NoYTJ05gbm7uNYQ6tTy92EKhEL7//e9jaGhIDjamjexpIIhIERVO2FJlBViFcbvdQsjjdw4Gg9iyZQv27NmzbB3H5diVOoaHAPzKq///KwAeVH7+EU3TLJqmrQLQB+DA5d5M0zRRUlJ5/ypKrA7pVMPlpbw3IxD+x2iBqYEKOrJ0yXSC6QcfMj8fuMBpUB84SVJsdeY0p/n5ecEgSJ5Suyb5venE2Dylfr46pEXlXrDGTf1JFXDkvzF0TSaTCIfDNWpVK91sNhs+9rGPYc2aNbIOqKC1VL0JOnXqOJDzwSiLoHIoFMLg4CAGBwdx9uxZjI2NyWBd9b0W92rk83k8++yzeOKJJ2pmYthsNnmO1WpViFskqBGYZgrBQ4kzKbl2p6enoes6urq68PM///NoaWl5QyO8y4KPmqZ9GwtAY0DTtEkAnwHwOQDf0TTt1wCMA/gFANB1/ZSmad8BcBpAGcDv6Lq+JIibOTZJHlz4zL+44aifr3IHLmd0JIs19dT0gLwJPmy1rZczKBjmezwewQBYc2Z9Xa1keDweOJ1OhEKhGp0H/g7ZjSrQCgB+v78GPCQ+wPIm36dSqQgAyd9VoyHeR5LCotEoyuUy2tvb4fP5VmTqcCnr7e3F9u3bcfz4cSSTSQAQItxS1gH/nekquSCMCMiVSafTGBkZqQF6uQmZhjCqVSOy06dP4/7770c0GpXeBr4vKd5GoxGzs7OiTsW+CD5njqxXR9nHYjFJPVetWoU777wTHR0db3in7FKqEh+9xD/dconXfxbAZ5dzEeQAABfYhMwhGTGwoUnN75e6sPk6EomY56knvsoBUAfNcmOZTCbpeX/1e0pjFQHGUqkkIbqu67Kg6JgCgYDkxYwKuLE1TZOeiVQqhUAgIIQsOi61HVwV9SA6T8FYTdME4+DGmZycRLVaxfr16yWUfjuZpmnYsWMHvvvd70o0GY1G0dDQcPlfVozANdM/YgzEd3K5nMjc33LLLbj22muFSKZeixpp5XI53H///RgZGREg2u12I5lMSgTKNeTz+WCxWCRFUCtM8XhcDkSTyYRYLCY/27hxI37hF34B27Ztu6plyUvZiqBEc5OpQqbqSQ5cGPBK/cblvDd/j+EfUf50Oi21cdb9WS5lLZuvqVYX5jlQeYjAJHsfqLTDU4chJADMzMxI9YPORtd15PN5CRdZRtNf5fQTGNQ0Tdh6dBL8XDodziLg56XTaQwPDyOdTiMej2N6elpy07ejU6D5/X5s3LhRQOLLVQgWG1NB4lSqDiKrAIwWP/KRj+ATn/jEa5zCxcxqtYoGAt+TKRw7doELHaORSARTU1OSwjIaqaurk8oEpfxSqRQcDgduu+023H333W8Y2LjYVoRjUBt9iCcQ+FOBRoZ9aslxqUYUPhqNiqPgAmG0QM4EF5rKeWDouPi6KpWKtLuytq7rOgKBgDg5hq4k5gCQzc7vyjba+vp6Acn4OgKbmUymBqRMJpMij8ZFl0wmMT8/D6PRiPHxcczNzaGnpwft7e1vyknzRpqmabjlllukuY0Y1HIIWdSaJOhMIDaVSiGfzyMYDOLzn/88fu/3fk8c7eWsrq4ON910k5S7gQXcyOVywe/3i6o3I0tiWIxYyMBkNYrrnJFDa2srrr/+ehFDfjNsRawUAnrcAKzjMpdmOzSZiwwFl5JnqQgyHw7TBMpnUbCDD45EKOaTamlSVezlRiNHghUPTdPQ1tYm18AURtf1mmoL+y24UBhGqp9JzUYAspgMBoPoVbD1lg6Kjm5qagputxtr165d8gJ/O9jatWuxZ88enD59GslkcsnrALgw+Yv/EZClk9+5cyc+85nPYNeuXcvGX26++WY0NTVhbm5OHHe5XBatTj7HRCIh5WbK87GrkyxfFezctGkTfvZnfxabNm16UzGhFRExAJAaOwdnMIIALswX4AZQw8ilGF/HE5dGT06AkZEDT2A1dOc1qmg0T2/yIJi/ejweCR+r1aqw6gh2EjSsVCpCbybxiHhKqVRCc3MzgAXHMjU1JT0Dg4ODou/HVCKbzSKdTmNwcBCjo6Pw+Xzo7+9/RzkFYOF0vuuuu0RVW9XJuJwxVUwkEpiamsL8/Dyi0SgA4BOf+AS++tWvYvfu3Ve0Ab1eL9atWydOnvwblsE5r5Nric+dIq/EJpjKcODQrl27cMstt7zpKeCKcAxqf4CqnkykmH0EpA8vp1xJowoUa9fUYlR5ERQZpedmtMJSFq+LkQ2BS1ZTmB4QgQYuiJBS+p06k2z7zmQyNblkOp2G3+9HfX29aADGYjFhQRYKBaxbtw5NTU3I5XIiDx6NRjE6OopCoSC5+BvBiFsJVl9fj5tvvlk21VIrU7lcDuFwWCQEk8kk2tra8OlPfxqf+cxn0NjYeMXXZLVa0dXVBQBCYedBVCqVhDjH8mQ6ncbMzIw8d2IRLNlXq1W0tLTgve997xWrMP0ktiJSCXpJAkm8sfSkrPuzLEdPvBTnQCdCoonNZhMVHFU7QaUI07jgCBaq1Gi1XMoIgFRmtY+Duny8Dio8E6nmSd/Z2QmDwSBinwaDAVNTU/B6vRIRsLZtt9uFIuz3+0UktlAoYM2aNWhvb3/Dy1lvtW3atEnEYskOvJTx2VJ0dmxsDOVyGbfddhv+4A/+ADfccMNVuV/qMB11EjerKNRPoBYoAOnNIW7CmRsulws333zzm55C0FaMY+DmZUlO/bsqpApcKGkuxZgKqKQilieZvjC/I7BIlJhlQKYNLKsSQWZjy2KiEispwIVIhbRuYgnZbBaJRAJOpxN9fX0SanZ0dAiibTKZZNwdoxhWLkilLhaLGB0dRTweR19f30+FUwAWNtR1112HRCJRM3UcuLjSM7UXIpEI7HY7/vAP/xAf+tCHfiL5s8XGXheHwyHRKMvZsVhMogf+ydZqtuvHYjGMjo7CYrFg586duPbaa98yuf8V4Rh4cgMXREZYjlMpy+QKkEW2VJSdm52AE9MTRgukoqpNObwGbkT+nOQUvobXzGYcUllp5DUAEJGOdDqNfD6PQCCAhoYGSZXq6uoQCoXg8/mEFNXY2Cj3h++rin6eP38e09PTuOGGG9DU1HS1HsnbwoxGI/x+v5S6Cfwuxp50XUcymUQ2m8WqVavwwQ9+EN3d3VfVgaqVLnJOqPqtVpl43Uxp1Vb+8fFxRCIR9Pf34/3vfz86Ojqu2vUt11aEY1Bpyypyb7PZpATIcJ7I/HKovAz5VRKVxWKRh0eWo5qecKMu7lAk1sD0gKCR+h1IgiqXF4by8jRjFYSVEI/Hg1gsJjJdTAUmJycBQCobjDjK5TKmp6dF/zESiSCTyeC66677ifLjt7sROGakpz4zPiubzYb+/n4Rurnals1mMTo6KmI8qhSd2WxGIBBAIpEQ0JnzUph6kK7u8Xhw8803Y8+ePW9peXlFOAamD3yA2WxWTkmGzZzpqC6C5ZBbDAaDhGUsV6rKTMQwiCpzM2ezWamU8Hd58hMpZoNSIpEQdiYA+T4cCEK+AiMM9ixw+EhLS4swPBktsZ+BZCWO6ZucnISu67j22mulAvLTbIsZsWrHaF1d3RtODCoUCpienoamafB6vRIFUnmKYjoshVP7g6lyOp2Gx+PBxo0bcc899yxbb+Rq24pIRtkLwKYgtTTJU5ttqxRBBZbXds1W6MWnCUM9piysejD14CJTw1QClHzwHLRarVbR3t4u0YzJZILb7ZZTiliBpmmIRqM1pVd+z/n5eUxPT4uzZHltdHRUypo8Wfr7+1/XKRDc/GmwxbiC2n7+ZmAujOQoNssOSpZSyZ1giVsFsUmX37RpE37u534O/f39b3kfy4qIGGis5bMUSJCR9Gj1v+Wapmk1pz5nNLDcyC5GcujVSoTa/QhAxDzVh82oQQUeVQ4+S5XkUTC0pBq0yWRCPB4Xphs7TCORCIxGozgc4hirV69+DTDFDcGUh3TqnxZT+1LebBscHJRuSlW8h3gYZ2aWy2UEAoEawV4KunZ0dOCaa65ZEc9sRUQMwAU9vovl+6wisJ/hSjQJGVYSJaZX51RhbnBWLhhdMFcktsDwj+gycIERCaCmqYelV27QdDpdw2rj+HMOEyH/gTRflis7Ojrg9Xpl5kJvb2+NUyA4SqdAncG3coDtW2FvVnRwMZuZmZHqmUpuIhjJlIbPmGQ6TVvQAvX5fNi+fTva29sv/2Fvgq0YxwBASonAhWGsvIGqchMrBMvpl+AkKLV8FYvFMD4+DgCi5692LrJGDlwQNGEzFKdZMVogRXqxtydngeQnh8MBq9WKbDaLZDIp1+R2u2X4rdlsRiqVgs/ng8/nQ6FQwPnz55FKpbBu3bpL1uwLhQJisZiQw961N8fK5TKef/55kaBn4xqxqsXEOKYRVqsVjY2NaGxsxI4dO3DttdeuGFLainAMPCUZsqubjpEENwNzeWB5GIPqTPgfIxT1lOFUKQDykBjykaqtCnGoCtNer7cGSVYJW83Nzejs7BQxDoKh7LjUNE06NI1GIxobG8XJ5HI5JBIJrFu3rgZEU+8D75vT6XzH0aBXusViMZw7d07WK3kJxWIRqVQK0WhUGI7Emvx+P7LZLCKRCJqamrBt27aaMvdbbSsCY2B6wCYmyqxz4zFXvxhxZSmmgnusIQMQxiOdA1+nch0IJDK9WJySEItgOfRipTDWqumALBaLyLzlcjkpy05OTqKrq0uk3ux2OyYnJ2EwGLBz587XIOtciKxYtLa2XtRZLqd6864t306fPi1NftVqVdJCYAE/sFgsUrGgPGGhUMDMzAza2trQ3t6Otra2FfWMVkTEwAXO8qDahq1SpRlRvJ7u3qWMnprg5eINrHZUEhNg6Me2WHZEAhClJhrf82L8CoPBINyG9vZ2lEolKVGpStTt7e2w2+2or69HLBbD2bNnUa1W0d3dLbLwwAVMgWIeHOl+sYW1VBXld+3KTNd1PProowBeG2GqpUmVkMduSrPZjNbWVmzYsGHFpX4rImJQT16VfkxxFf4/O9KWS/xgpYOqTWx19ng8NdwGvq/D4ZDPpSNSSUyMYFhOZTqxGPjiRmW1o76+XgbcEvQcHBxEU1OTbGyXy4VEIiGNU93d3TUDedUIZXJyEvl8Hm1tbZdEsn8a6NFvpU1NTeHFF18EcMHp67ounJhIJIJUKlVzwJTLZXR0dKCjowM333yzNF+tJFsRq4Z5O6XAyQ7jycjNxM3KvoblhF6sHPBELxaLNbMDVK0H8hJ4bWqEwvKT6hToVBZfjxrCM2owmUxYtWoVXC6X6ANyNJndbhc1abvdjve85z3SWUdnxOsKh8MIhULw+/0XBSPfjRKuvqlCwLQnnngCiUQC5XIZTqcTdrsdbrdbmqIymYxEd4woPB4Purq6cMMNN+Cmm2563Qawt8pWhGMAIFoFi2crqqpJDLmv5BTkA1XTAdb6mTKoNXA1UmAEQ9k2hufkQ7D7cXEko9bVdV2XhiiDwYB4PC6t38QzQqEQZmZmkEwmsXv3bvj9fui6LsQr6j1OTU0hnU6jq6sLXq+3ZrGqpUugdkjv4nvxri3dGG2qzj+bzeLhhx9GIpGArusYGRlBqVQSZXD2xBAQJm7ESsSWLVtWbH/LinAMuq4Lg4+nMkFAhmbq5Gu+bqlGsFCNMghCsurBTUyHpA4k4eamjgNTA+aK3LgXEwxRnYPZbK5RuaaCcEtLi0zdstvtuOaaa+ByuSS1SqVS4qBGRkak8cvn89VIzdHo0Fj9WHyvVxLI9XYxg8HwGlxqYmICZ8+eFTVpPkO2dast2ACEs1BfX4+Ojg50d3e/FV9lSbYiMAbgAm/BYDDIgmbfAjfVTzIDgc6B9WM2t6icekYTKhWa6YXKfGRUozIlOb7+Up/NdIlt201NTahUKjLUhCo/11xzTY0StUrCGh0dlf4Lt9tds8EJnFarVZElVwEtOrg3ooHop8EuFqU+99xzUoFQ1adZXfN4PFIWZ+rZ3Nws6lorgeF4KVsREYOav3MzMGwjsYg52nKxBRqBO6rnsB2ajoA8CjoBPkgiy6RmEwthdMCW8Gq1+rqOQdd1ATU5H0LVHQQg/fcUrGU6o+u6TDfiLMPF94CLb3p6ukYjgt8dwLJBW+DC+LRsNlsjYvPTZGSTqmlZPp/HI488UkOIczqd8pzz+Tyam5uxdu1aqYbZbDbYbDb09PSgpaXlLfxGl7cV4RiYKlD/QB0xzzycJy0rFcsxcgyIClerVRkey2oHQ2+Vpca8Xp2bqb6nOimLeMXrXQObwUwmE4LBIOx2O/L5PBKJBDZv3gy32y2kK1KnK5WKVC5sNhsCgcBrNj2jhFwuh0AgUENwYq7LdEk1Yjp0boufCR1KKBTCvn37cOLEiWXd97e7UQTn+eefx7Fjx2ru0blz53Ds2DFx3kw1VUlAirbwkGHq2N/f/4aOl7satiJSCTVPZurANmxVd5Eh+XJPPr4vS4z8GSOIXC4Ht9staQFwgWFJHQU1h2czFF9LWfjXwz34eSphiqPLent7RdyUw25Y5z5+/Lh06fn9/hoZOoa36XQakUgEbW1tkt7wO+Ryudd0YEajUQwPD8upNTs7KwSd1tZWNDc3Y3Z2Fo2NjTCZTGhra4PRaMTAwIC0ob9eWrcYxyiVShgZGUE6ncbmzZt/opTwzbBqtYqhoSG8+OKLiEajaGtrw9atW2tC/4ceegiRSESqRaVSCfF4XGTteRjNzs7KeHun04mtW7eip6dnxeM8K8IxALWDZ1W+wGIJd2D5U67V3yN2wdIToxB1gIsq28bcf7E6NOXnCTyRyfh6poqJkETV3t4Or9croGR9fb3MJBgZGUE+n0dHR4dETaqSlNFoxMzMDACgtbVVHAXTHpbQVBsZGUEkEsGaNWsE4LTZbOJcTp48iR//+MdwOBx43/veJ7/X3NwsHItisQiXyyXj1NgMBixsqrm5OflODocD8/PzsNvt+NrXvoZTp07hYx/72IrlV4TDYbzwwgs4f/48HA4H/H4/Vq9eXcM1GBsbwwMPPCADctXxAKxeUH8DuLBeg8EgNm7cuCLLk4ttxTgG3jziDCzt8WSuVCoSai9VLlw1Rguqsg4AiRYoUU8HxLZvAnZEmFXnYrFYZE4AQ8dLGZ1KJpORCIDfNRqNwuv1IhaLwWazwev1YmRkBNlsFg0NDbL4GMXQoY2NjUnkoVKu+T0Xs+nK5TLcbjc6OjpE/GVmZgYGgwHT09MIhUJIpVKii7jYATscDjgcDgmfo9EoXnrpJRgMBvT29ko6FYlEEIlEcOTIEen/2LFjBzKZDP7lX/4F733ve2vmbqwES6fTOH78OI4ePYpEIgG/3w+r1YqmpiasWbNG0rdisYh/+Id/wOTkJOx2O1paWiSqpBgLHSeVmVKpFJxOJ7Zs2YI1a9a8xd90abYiHAM3GzUIWBZkvs/QlaWfi+XLlzOKblImjamFKizL1IVgEoCakqTaY8/cnsNEcrmcgIiXMgqCVqtVOJ1OmW1AnchAIACDwYDz588jHo+joaEBgUBANCOAC41bs7OzqKurQzAYrNFhKBQKyOfzrxlam0qlMDc3J1qHiUQC586dk8iD0vOZTAa5XE5OSDUtqFQqGBoawokTJ2C1WjE4OIiOjg6sW7cOzz77LJLJpHwOI4vR0VEAwLPPPotcLof169evGB5FsVhEKBTC7Owszpw5g6mpKRHtraurQ2NjI3bu3FmTQrz00kvYu3evPDNGtSwnm0wmNDQ0yPOIRqPI5/Oor6/Hzp073zZqWyvCMQAXRsrz5KUXVoe6qroHy6nHM11gFMCNr05+orNhxyOVj9S2WfX32R1JAZhqtYrZ2dnXvQaj0Yi5uTm0tLTITEyCkYlEAm1tbZidncXk5CQ6OjoESFTJXuVyGTMzM6ivr5fvoG60XC4Hp9MpaZGmaTJYpa+vT94jFAqhvr4eFosFoVAI73nPe9DU1IRIJIJDhw7B6/VieHgY2WwW69atQyQSwY9//GPE43G88soryOVyuP3229HR0YFDhw7h/PnzaG1tRV1dHU6dOoVwOIx0Oo2WlhbhXHzgAx/ABz/4wbdUc6BSqSASiWBoaAiTk5MIh8NCHOMcj4aGBrS1tWHt2rU1laaZmRn83//7f+FyuVAoFCSSYyMe10y5XEYwGMTc3JzgUN3d3W+puOtybUU4BpVqTCopp0SxP4K0aABXJNSi9mLQw7PExE3LUff8DHIe1OYq6jWyNZwnbqVSEbGOS1GUw+EwwuEwNE1DT08PAoGAKDsx4ohEImhtbYXNZpNFyfSBHZhMiygaU61WkclkUCgURJKcTiGbzSIajaKzs1Po3rFYDB6PB06nE7Ozs3A4HLDZbDh//jyGhoZw8uRJ1NfXY2xsDG1tbXA6nTIwJ5lMYvXq1ejt7UU+n8czzzwDs9kMl8slDtXhcGB6ehqJRAKpVAputxt/8zd/g49//ONvGbZQKBQwMDCAkZERTExM1Ohs8DAIBoNwu93Yvn07GhoaaoYGvfDCC/ja176GgwcPwmQyCbbCZjoeFNTkJCgZj8fR0tKC3bt3r/hKhGorwjGw4qD2RZAvoJKC+BCXS9IhYMgcmFOt2PlmMpmEu0Cnw5+p1Gh1ZDrfl3/W1dVhfn5eBGEWm6YtjK6bm5tDV1cXLBYL3G434vG4VCROnTqF5uZmuN1utLW1ifNS0wdqXzLKYamXYSyVg5jrh0IhrFq1SjAKTkeitFylUsFLL72Es2fPYm5uTpyH3W4XVeVqdWFKV09PD/x+P/r6+nD69Gn09fVhamoKp0+fxvz8PG644QZUq1WcP39euCcNDQ341Kc+hV/4hV9AsVhEPB5/02nAuVwOL7zwAkZHR6UDljMirVYrAoGAqGQ1NTXVyPNVq1V89atfxb/+678K7sUISE3dzGazpHBql2VDQwOuueYabNmyZcVXY1RbMY6BjVGqYCbVjUgKImcgl8vVPLzLmZpyqGKd3Hg8jXny83dU3UduGBKt6MjYpWkwGJBMJjE7O3vRkWJMP1RUulqtoqurC7Ozs5iYmIDP55OFyuiEacTU1BSsVquAf2TVcbNrmlbTN1EsFjE4OCifR0AyHA4jFovh5ZdfxvDwMBobG6WTk1GQzWZDMBjENddcI0raJ06cwNGjRyVFYdWhWq2iv78fe/fuFbLW9PQ0qtUq3ve+9+Gzn/0sNm7ciGw2i1QqtaSx8lfLotGoOFGWD3kY2O12BAIBNDc3Y9OmTfB6va+JZqrVKp588kn867/+KwCIkAr5CJxABkAmjFksFuHiuN1u1NXV4cYbb3xTv/fVsBXhGBjeswZP0hFPcDLO1I263PcHajUYiRxzg9PRqKVR0qApNa9SoYlCE7+gNNzAwADWrl17UWai1+tFKBSSMqHT6UQ8HsfU1BTq6+vh8XgQCARqHGKxWEQsFpONz/Ipry8UCsFgMKC1tVW+o4rRcFbm3Nwczpw5g9OnT2NgYACdnZ3o7+9HJBLB5OQkpqamEI1G4fF4kMlkcPPNN6Onpwe5XA6HDh3Cvffei1gsho0bN8Lr9eKZZ57BunXr0NbWhvvuuw+HDx/Ge97zHszPz8NoNGLnzp341Kc+hU2bNglSr4bnb6Qlk0mMjY0hkUhg7dq1CAQC2L59u6wju92OVatWobGxUXpoFlu1WsWDDz6If/zHfxQuCIHw+vp6WROxWKxGG5Tsxng8Do/Hg+bmZmzduvUtnRFxJXbZq9U0rR3A1wE0AagC+LKu6/+kaZofwP0AugCMAvhFXddjr/7O/wTwawAqAH5P1/UnXu8zWHfnCUhqKeW42UAFXDh5l2Nq45SaCjBKYNVDFfBU+yVIieaIOcq/8f0YhTgcDgwMDCCXy12UB69WMFjqZBXA5XKhoaEBzc3Nch+KxSKmpqZQrVYRDAYBQBwUnYWmaXIaMdWhYyGl+9SpUzh16hQOHz6MXC6HXbt2IRAI4Ic//CHOnDkjWAX7VVavXo1du3ZB13UcO3YM//mf/4n5+XkEg0F89KMfxenTp6U69J//+Z94/vnnYbPZsHr1atGV+PSnP422tjbkcjkYjcY35cSMx+M4e/as3DOVTOX3+3HrrbcK2Px6a0jXdTz55JP4X//rf4mcH+ee1tfXI5PJiLNjegtAsIXp6Wmk02m43W68//3vX/H054vZUtxYGcAf6bp+RNM0F4DDmqY9BeATAJ7Wdf1zmqb9OYA/B/BnmqatB/ARABsAtADYq2naal3XL4kYqmEeexVUwhPxAEYPpJou1VRUn96d0YPVahUqKzckcQJWJAjm8RpUpWqbzSZ0WJUb0NPTc9Fr8fl8kpIkk0mcOHECwWAQgUBAhoxomoZEIoHTp0/DYDBg1apV4iDZxRePx5HJZCRtOXPmDKrVKjo6OkTtqVqt4uTJk3j00UcRCoWgaRpuvvlmDA0N4dFHH8XY2JgoFJ84cQIejwfFYhG33XYbxsfH8corr+Cll17C/Pw8tmzZgo9//OPw+/04c+YMmpqa8KUvfQkjIyNob2+X66lUKvj85z8vgCXl8d9IKxaLOHDgAH74wx+iVCrhV3/1V2Vux8TEhPBflpJ+6rqOQ4cO4W/+5m8QjUZhs9ngdDqFzMTnrzbckUhGHCcSicBqtcLr9b4towVgCb0Suq7P6Lp+5NX/TwE4A6AVwD0A7n31ZfcC+OCr/38PgPt0XS/ouj4CYBDArtf7DObqZBwuVtblxmbJcbnhKHkSBC5VdqXKrGRVgiE8wUr2FBBkcjgckmcCFzASl8sFg8GAcDj8utfDmRSZTAaZTAbNzc01o9PY0+HxeNDZ2SmfwW5M4jB2ux3BYBAWiwVNTU3IZrN47rnncOTIEczNzSGZTOK73/0uwuEwOjs7sWbNGhw/fhznz59HXV0dfD4frrnmGkSjUbnmW265BQ0NDbj//vvx5JNPYmpqCoFAAB/+8IdFW/K2227D4cOHMTQ0hE9+8pMol8tob2/Hnj178OEPfxg2m00G9r7RTmFiYgKf/OQn8YMf/ADbtm0T0hGxFXamLsUYIf3BH/wBZmdnpcqgVn+4JjjBjL037KvJZrPwer3w+/3o7++XFO/tZsuKyTVN6wKwFcB+AI26rs8AC84DAAcqtAKYUH5t8tWfva6pE6BUTQRuYL6G4hfL1WNQW6ZJFyb/IJ/P18zHJBjJpio6B1ZJWOrioBi+P9tvDx48iHg8/rrXFI1GcfDgQbS0tAh4OT8/j3K5jIGBAQwPD2PVqlUCSMbjcQH7kskk7HY7mpqa5Prq6uowNzeHcDgsmMDExAQ8Hg/q6+vR3t4uVG6+10c+8hGYzWacO3cOBoMBHR0daGhowJkzZ3DgwAHMzs7CaDRiy5YtiMfjOHnyJIxGI5544gns3bsXf/3Xfw273Y6hoSF87GMfQ0tLCywWC+bm5oTC/Uba6Ogo/uM//gMnT55EpVLB6tWrsXnzZhw+fBhOp1OazpYyjSuXy+G+++7Dn/zJn2B8fFxK1WR7MmpklMkqF528qgwNAC6XC9u2bXvbEJoW25Idg6ZpTgDfA/D7uq4nX++lF/nZa3axpmm/oWnaIU3TDnG6EmdTMnLgqU1vrXIGlst8VNMUdaIUy5UMAwGIUIymaYjFYkilUnJqqA1Map89Z0fU1dUhHo/jxIkTr+u8zGYzfD4f+vr6JEoymUyYnZ1FLBYTvQaCslyoTF3cbjcymQxGR0dx+vRpDA8PIxQK4dixYyIekkwmYTAY0N7ejpmZGRw/fhwDAwMYHR3Fxo0bcc0112Dfvn0oFotwOp1Yv349crkcjh07hnA4DKPRiGAwiHA4jAceeAAHDx5ENBrFww8/jPb2dtx88814+OGHcdddd+F973sfpqenkUql0NzcvKyq0ZUaN+qtt96K1atX4+DBg+js7BTOAkutmUymZur4YotGo/i7v/s7/N3f/Z1ECuxlMRgMMkiG6YLJZEI6nZZ0Uj3IDAaDgJuknr8dbUmOQdM0Exacwjd1XX/g1R/PaZrW/Oq/NwMIvfrzSQAqta0NwPTi99R1/cu6ru/QdX0HZdF5o8kWY82ZITdl1NSehqUa0wHm3q9eN3Rdl/Zp5o7EHSh2sriuXVdXJ+VV1sSZTlD379ChQ5iamrrk9aRSKWzatEmqDwxbs9ksfD6fVCfoJD0eD2w2m7Dq6NTMZjPq6+vhcrnQ29uLO++8E6tXr0YkEkE+n0dnZyfC4TAeffRRvPjiizh58iT6+vpw6623IpfLIR6PC9HLaLwwYNVoNKK+vh7j4+MYHh7GwMCAUNJnZ2exZcsWFItFvO9978M///M/49y5cwiHwzCbzW9aTt3Z2Ynt27dLhaCvr0+4CpFIRA4SgskXs7GxMfzFX/wF7rvvPnmNwWCQ6I/PgRR6zorgdHJg4YBxuVzy3Xt6etDV1YWmpiZZY0tNZ1aKLaUqoQH4CoAzuq5/QfmnhwD8CoDPvfrng8rPv6Vp2hewAD72AThwuc9RlZdpbGAi2KdqQi7X+F4qpkA9PpKIWLbM5XI1uo6MJrhRF/dW8GTnv5Ev8KMf/Qg/+7M/+5o8u1AoYHBwELt27cLc3JywHROJhBCYiIIzXCXgStB1ZmYGgUAA+XweZ8+exfPPPy+/w16HtrY2uFwuHDhwQJwIwbKmpiacPHkS0WgUzc3NuO666zAwMCARUWdnJ/r6+mrSg/b2diSTSaxbtw633347yuUy7rzzTvlOvb29b6oqkcFgQH9/P+bm5pBKpTA1NYVbb70V4XAYuVwO4+PjWL9+fU00SMvlcnj88cdx33334fz58zWVKLvdDp/PJ52pdBgsUavrlJEcS9jEmdSBw4tnmr4dbCmufQ+AXwZwQtO0o6/+7C+w4BC+o2narwEYB/ALAKDr+ilN074D4DQWKhq/83oViVd/R7AEli3p7clUBCDYwOJGp6UYS0kqXsBSk1oRWSzWQr0GOhYANXRk8hEMBgMymYzMobTZbJiYmMD09LQAiDRN07BmzRoBEdlsFIvF0NXVBafTibq6OqTTaczPzyOdTsNisaCxsVFEZRoaGpBOpzE0NIS9e/cim83C7XajVCpJH4XH48HQ0BDK5bLU7KemptDW1oaBgQGk02l0dHRIrX///v3ieHw+HzKZDBoaGpDP5xEMBhEMBjE1NYXNmzcjFoshl8uhr68PPp8P73nPe94SqbJAIIDOzk4cOXIEo6Oj+P73v4/t27fj8OHDEn01NzfXrJVcLodnnnkGX/ziFzE/Py9UfF6/SiyrVqtCMycpLpPJIJvNCrfBZrOJInRXVxc6OzvR2dkpfT9MTd9Odtmr1XX9RVwcNwCAWy7xO58F8NnlXAhJR0Dt6DdyBniSaZp2RRJjTCHU05unO9We1SEzKu2ZTDleF6dasXmmWCwKgEjnwJDzYh2XZrMZgUAAc3NzwpI7d+6cYCxcfJFIBIlEAo2NjQgEAiiXy0gmk3jllVewZcsWWCwWYRSazWaMj48jl8vB5/OhoaEBjY2NiMfjQnbKZDLo7OyEx+PB4cOHsWPHDnz0ox/F4OAgnnhigWqSTqflO4fDYYkwmD5s3boVbW1tSCQSGBwcxJo1a2pEet9sMxqN6O3txenTpzE3NycOb82aNZicnMQzzzyDj3zkIzW8hUQigUgkIv0pbIpipYcsSGpVUBTYYDBI8xujBgKsmUwG9fX1cDgc6O/vRyAQEPmAt+PIwBWjlsEKATcwNy29N+nQlHCno1iqMQpgrkecgH8yamCHHTep3W4XbQI1HFUBUIfDIdetAoksOy62arWKcDhc08jT1NSEjo4O6LqOyclJAcHWrFmDxsZG+e4chjszM4MDBw7g/PnzMg+TLc/79+9HKBQSoo3f78fOnTvR29sLYGFk3tGjRxEIBHDHHXeImArFahiRmUwm5HI5UZZyuVy46aabsG7dOmiaJpOz3urTkGPkfT4fLBYLvvvd7+LkyZMIBAIYHR3F9HQtxMXUiM+JQ2AIIHOsHCNGDltm9MiSOeX01CpVQ0MDenp6xBFdbN7I28FWhGPgpmNOT+SdzoLVCaL/7FVYzg1f3J5MY/cm9SbZ/q22Yi/Wm2TEwjIhnQ3ptQwf6TAW29TUFI4cOSKLMZ1Ow+VySZfl6OgoKpUKGhoaBDPgZ87Pz+PcuXP4wQ9+gG9/+9s4ePAgWltbEY1GMTk5iYmJCSSTSdFBABYilN7eXgl5+T7Hjx9Ha2srbrzxRrhcLinZsu9jenoasVgM4XAYLS0t+OAHP4ju7m6cOHECbW1tuPHGG1fEacgKDze4wWDA3r17BbM5d+5czeur1aqI5tLxs6+BcnhMM9XolDgX1wj1QAlgm0wmbNu2DYFAQD6HKezbzVbEFavaCgQbCerwFFObqK7UAxP9J9LPuRUsCaqDZxZjDnQUdBoqx95sNsvPWXbl91g88IU8hWQyiXg8jpmZGZl2nc/nZfpxQ0MDSqWSDLiJx+PIZrOwWq3C8hsdHYXFYsG5c+ekKsCyGjkN9fX1ojtot9sFr6irq8OTTz6Jw4cP44YbbsDv/u7v4vrrr0d9fT2i0Siy2SxmZmYQiUTQ0tKCT37yk7juuuswMTGBjRs3Ytu2bUJdf6uNnavkleTzeczPz+PgwYOoVqs4depUTbQXj8cxMjICq9Va02SldrKSNu10OuH1eqV7UtUE8Xq9KBQKwitpa2tDR0eHAI2k178dS5YrxjGwJs1UgTefRBmChGQvXkm/BEuQ3PhMH9TRb+qpSb6AquOgRgLEIRhS0tmoiyoej9dsnlAoJFqIoVBIWp9LpRLm5ubg8XjQ0NAAs9mM+fl5nDp1CvF4HJFIBPF4HOVyGZ2dnYjH46ivr8fmzZtx9OhRwRJYeahUKjh69CgymQwaGxsxNDQkvRjsAqxWq7j33nuFANTd3Y1rr70WwMLmSaVSCAQC+PSnP43rrrtOhue+5z3vEaxmJYTJBoMBjY2NUtLl2hkbG0MulxNdCFo6nZafsYRNcJkAN6M0ktroAHhIMH1i1NHc3Iz169fXAM1vNMHrjbQVAZWyCsGbztMbgAxY4RRs4g/LPal0XYfdbhcqM3+fNFf+jC3Kat2ZqQRwQQ2KJVSPx4OWlhZEIhGJbLhorFarDDVlyy5Vlolos3V3fn4efX19aG5uxtzcnCzGM2fOYGZmBplMBoODgxLFNDU1YfPmzQAgnAW/34/6+noAC85qamoK5XIZ27Ztg67rmJ6exqpVq2SobktLC5LJJLLZLE6ePIkHH3xQFI4ouPJnf/ZnuOuuuzA0NASv1yuCL7wXK8WIM5AGPTExIePnGxsbce7cOezatcDMp+PmfA5WldRxgQBkdEGlUkEikRDdCwAydm56ehomkwl+vx9bt259Wwi9LsVWTMSwuNZML87GKVYjuGGWuygJZqpdkdRzVPX6GFW43W4hrajKUSwv6roOv9+Pbdu2SfhJZ8MTxeFwwG631yhIp1Ip2Gw2uFwu6TiMRCIIBoNobGyU0uD8/DyGh4dRLpdx9OhRTE1N4cyZMxI5VCoVtLe3Y3JyUnQye3p6ZII3T81MJoPnn38eiUQCoVAIsVgMwWAQd9xxB9avX4+pqSm89NJL6O/vR7VaFaUmm82G3//938cv/dIvCQuyo6NjRTkD1VwuF5qbm6Ut2uPxYH5+HmfOnEGpVMKPfvQjeT4UZvH7/RKl8pkyJVQPEVWZm1wXj8dTo/Xo9/tXnMDtT2IrwjGokQDDYLYNL+5sZJh/JZRotQmLoT4fPhcC8Q6W3/jgVVYm+yN6enqkEmC324WMZLFYpJHG5/Nhdna2RsyV6sHz8/NwOBzo6upCY2Mj5ufnBVxdt24d/H4/enp60NjYiJGREYTDYZw+fRqHDx+WyGF6ehrFYhHBYFBIUnSibIGORCIoFotIJpPI5/MIhUK45ZZbcM0112DDhg04f/48NmzYINO2jUYjfuM3fgO///u/L7gLRWRXqhkMBtTX1wvGQlk16l2SrQhAOh9ZsWE0SWyLkQTXmNpXs1j8tVqtysg5MniBt//g4BX1pHmzs9ms5H4kIwEQgQyCQMsxtbeB0QDZbQSIVI4DB4fQKbH1m/JpFOmYmZkRZ0VKLDEIOqFYLIZIJAIAaGxsFNwiFovB6XRK+E+OfjabxYkTJzAxMYEjR47g6aefxvj4ODZs2CA05nA4jKmpKXi9XvT09MDr9eLQoUNSXfB6vbBarSgWi0LwmZiYgNVqhdPpxOHDhzEwMIDdu3ejp6cHPT09WL9+PTRNw/vf/3786Z/+qeA9pGCvdCMzlHqWpNOHQiHY7XZEo1EAC2lWMBiEwXBh6jjvPQBJadXGKGJPJLbRuWuaJvoV6vpZqZHVUm3FOAZ1GAtzwFKpJD3+uq5jZmZGIonFFNfLmSq6wioAowbgQucmy1FquqJiBqqen6YtDKdlCZOph8FgELYcT6BEIiHaiaQ4k5VHGbCGhgYhFp0+fRo/+tGPcPDgQVQqFXzwgx/E+vXrRa6MWgvbtm1DW1sbUqkU6uvr0d3dLUAk5eDXrFkj9XdWKA4ePIjz58/jn/7pn/B3f/d3OHPmDFpbW7F9+3b89V//tSx8ErfeDhYIBIRb4Xa7UV9fD7PZjMnJSSQSCZw9exbAwlqjpB2xLQCSzhJLoEOg7ihTRLfbLVGEy+USJat3kq2IJ05yEKMDAoAk2dBrE9xjz8JyjFRoNgmR6UZsQJWD5+eoUQA3OSMVDp+NxWISceRyuZqeD54wbrcbJpMJ8Xgc6XRaFJzWrVsHg8EAr9crRCGr1YqTJ0/i4MGDGB0dhdVqxcjIiMjGm0wmbNmyBXa7HadPn8bLL78Mp9OJYrGIbdu2IZFIyGLnCenxeGA2m9HW1oZ4PI7vfe97UrYcHh7G8PAwHn74Ydxzzz34+7//e7S1tWF6ehqBQOCyNOfltsC/kWaz2WTMPNWtAQjGk8lkhIRGRinvFdm1bNfm3+PxuPw+yXDAAi6UTqfR1dWFnTt3vuOmiK8ox0BCSKFQqPnT6/UKh0DVQ1juZzD3VpmJ6XRaQCVyJgAI14EkJ2IfJDWRSMOTGIAImTDFGB0dFfnwTCaDRx55BJFIBDMzM2htbUW5XBZMgk7n5MmTOH36NI4dO4Zdu3ZhamoK4XBYPquvr0/A0UKhgH379qFareK3fuu3EAgEMDw8jEgkgrq6OuTzeTQ2NkLXdYyMjKCzsxM+nw+lUkkmI/E+33fffahWq9i5cyfGx8drmohez8gIXAlmNBoRCATgcrlkSA+FVGKxmBCg/H6/sFlVZ88DiNO9+Fyz2WwN6YnRBMFnMkHfSbYiEkdWClhxIApMRhlzeNWzL/dBsCZNh5BMJtHY2CjAJ50FgSV1jB1TEIKWVPEhKYm/R9EOkrGMRiMcDgfMZjNOnz6NTZs2obe3F3V1dcjlcmhoaJDvRawilUphcnISPT092Lx5M77+9a+Lw+zv78fAwABOnz4Nr9eL3bt3w+v14r3vfS/C4TCOHDkird7kVHR1dWFoaAjxeBy7du1CuVzGiRMnsHr1anzpS19CIBBAJpPBnXfeib6+Prz44ovo6OhAc3Pzsp/jlTyXq2nkqvBaGHUSzwmFQjX6muxZoUqTms6ydyebzcJsNgsD1Wg0IpvNolwuw+fzYd26dSLJ906yFRExUISFzEZVVw/Aa8RXgeWDO4vFZAksMQxWTw1uRPV3GNUwBSHWQao1f8aKic1mg9vtltC0paUFuVwO4XAYjY2N8Pv90skYCoUwPz8vMx6mp6exc+dOpNNpYSySxMM8OZ1Ow263Y/fu3ZiensaZM2cwODiIcrkstXfW9gcGBqRte3Z2Fi6XS7oj/X4/9uzZgz/4gz/A2NiYVFuWY7quY2JiAgcPHpSei7fKLBYL4vE4EomERH2szITDYWE1+v1+tLe3S0WKuA+fNbCw7kiMYppBp85U8GKK4O8EWxERA3kApBHzRtOLs/+AmICaFy73c/g7nJ7EKcWMVhwOh0QF5D0s7qZUTyU6B147HYjf70drayvS6TSeffZZ/Pmf/zmABbXi3/u938M999yDSqWCWCyG4eFhFAoFPP/88zh79iyuv/56dHR04PHHH0c+n0d/fz927twpqUh/f79Qf7/97W8DWFjEjDpcLhfy+TysVivC4TCSyaQQm+rq6rBlyxYMDw/LjIlvfetbIm5yww03LAu/KRaLePrpp3HgwAE0NTUJPZhS8XSAb0ZVo1QqYWRkBGNjY4hGoxINkvperVYxNjaGQCCAhoYGqSpQdYt4CsuOs7OzEv3xfjJitVqtaG5ulr4I4MoUzFeqrQjHoBKMWJFg5MCQWKWr8oS+kodAbECtRasisWzWYvmSDogcCPZOcDAuFxHnUNJ8Ph90XcfevXvx9a9/XdSt29ra0N/fLw5qYmICzz//PBwOh0yODgQCCAQCOHLkCBobG7F7924hPzHdYO3d7/cjm82iqalJogu2bff19WHr1q2CkVAJOpVK4cknn0Q+n8cnP/lJrFmzBj/+8Y+xZcsWYWguxYrFIoaHh9He3o6NGzeiWCxiZmZG1K+np6fhdrvR3NyM/v5+dHZ2viEaiCTBnTt3Dq+88koNS5bcBGDBec7NzQEA2tvb4XK5MDU1BbfbLZgD08xUKlXTvEexXxWn6OnpqVErf6c4BWCFOAaG3moHIx0EGWl0Fqouw3I/gx5fzT25GPhZnGXJCgZTAxKK2BGp4iLswNR1HR6PR8Avo9GI1atXw+/3w+l0Ss8+TytqKI6NjaGvrw82mw2rVq1CU1MTnnzySQBAf38/tm3bhpdfflmAw3A4jGuuuQYtLS0IhUIwm81oamqSEXkjIyPQNA0vvfQS3G43du/ejXK5jGeeeQZdXV04deoU8vk8brvtNvzKr/wKJiYm0NXVtSxF43w+j2g0iq6uLomgqtUqVq1ahUKhgKGhIbz88ss4f/48BgcH8fzzz6O7uxvXXHMNduzY8RNThwkoTk5OYmhoSE73uro6rFq1Ci6XC8nkgjQpD5RoNCqTo3jiDw0NIRqNoqWlRRw/eTSJRAIWi0XmgnLWqNvtRjAYRHt7+9uC33EltmJcHEFHAEI3ZWSg8hbYFrtcDT1uZIaOPp9PcAESlpjLq3gBQ1HyKUhuYUkyEonIwnM6nWhsbITP55OIhMNed+7cidWrVyOZTAr3/vTp00gkEvB6vRgbG4PNZsOuXbswPj6Ow4cPIxgM4mMf+xgGBwfx1FNPYdu2bfD5fHA4HPB6vYjH4zh//jyy2Sy6u7tx/fXXS0cmm75eeuklDA0NiWJUOp3GgQMHYLFY8Ju/+ZswmUzweDzo7e1dsrOdmJjA4OBgDZ28XC7j/Pnz0tvS1taGu+++G7t27cKGDRsQDAYRiUTw0EMP4fHHH7+ogM1SLZFIYO/evXjwwQdx9uxZVKtVrF69GnfccQeuv/56bNiwAS0tLWhqapLqTSwWg8lkks81GAxobm4WANlisYh4CydYM/1wuVzyHFlSbmlpQWtr6zsSXwBWSMSg5mbEFSh2SnwhmUy+RvdguUYOBEVlqSJMXIAOiAAV+QzABbCTTU+UfmOVw+FwiD6i+vrW1lZ85jOfgcvlwvz8PCYmJmRWpMfjEb6CxWLB7t270dnZienpaWzbtk2qA5/5zGdgMpnw4Q9/WCoTDocDyWQSk5OTmJ+fx549e7Br1y58//vfl7SI8yW///3v49ChQ9i0aRMefPBBJBIJfPKTn8S6deswODiIdevWLak1uFAo4NixYxgaGoLH48HExISc0pVKBQ899BDuvvtubN68GU8//TTq6+uRy+Vw3XXXYXh4GE6nE9FoFEajEeFwWPCc5RgjJrvdjt7eXlSrVXGOyWQSAwMDiMViSCaT8Hq9yOVyMt+CTW3ElNirkkwmBVQ2mUzIZDLiQHiYsBqRSqXQ3t6ODRs2yO+/1dWYN8JWhGPgBiTwmMvlpBLBjUrnQYLKleZzrDoUi0UZBktVaHIS+DmcAcmFxKiFBCyfz4fe3l40NDTItKPF36uurg5tbW0wmUwIBAI4evQovvCFLyAUCmFubg4bNmxAU1MT+vv7ceONN2JychLPP/883ve+90HXdVFrcrvdOH78OFavXo3h4WE4HA5Ji3K5HI4cOYJt27bhrrvuwv333y8nnsvlQrlcxpkzZzAwMACr1Yq1a9fil3/5lzE5OYnGxsYlkXPS6TQeeOABDA0NSVRVrVZlHByncbM1e3BwEDabDX19fWhqapITloQwVqKW05pcrVaRSqUQCoVw8uRJvPLKK6KJSW4HgJo5pCQikbXIrt1cLof6+noEAgEkk0kRdAUgnZTUbAQg1zw/P4/29nasX79e0oh3mlMAVohjoMflkBeexiwbEZRMp9PIZDJXrPnI33O73Zibm5P3Z3MNJ0hTjENtzSaFmkNm2ThDOTbyFi72uSdPnsTo6Cj6+/vx4osv4umnn8b8/DxuvfVWUTXu7OxEfX09Tp48KbqMDNUdDgdsNhtCoRCKxaIw9ihDVywWceTIETz66KP4oz/6IwSDQXzta1+TTUiJNqPRiEgkgi9/+csyyr2xsfGy9y6dTuM//uM/cPbsWWSzWWQyGSSTSflsUsI1TUM6nRZex8jICKanpzEwMIA//MM/lKYuAEuKUFTL5/PYv38/HnnkEYyOjiKRSEj1iKVbRnnZbBYejwfRaFQqSSSyZTIZKT2WSiW0t7cLTRyARA7pdLpm/CCnTBF3amhoeEc6BNqKcAwEkoALToIgEbCwMBnuETVWB8cs1ZgyxGKxmtInWYUkUrFTko0zBCN1XZfTZ8OGDcKPZ4Sjph38rEqlgrNnz+KJJ57Aj370I7zyyiuYm5vDjTfeiE996lOYmJjAuXPnsHHjRnzlK19Bb28venp6EA6HsXv3bpw5cwbpdBqNjY3IZrPYv38/7rjjDtTV1aGjo0M6CbPZLB5++GG0tbXhYx/7GAKBAO69914MDAzUNKd98IMfxM0334xTp05h586dl13c2WwW3/rWt3D06NGaIbsAJG3iZvF6vbj55ptxzz334MiRI7jvvvtw6tQpDAwM4Itf/CIMBgN27tyJXC5XA+ReLvoLh8P46le/igMHDoi0f2NjI9avX4+Ojg7s3bsXp0+fBnCh1BgKhWRQUDKZlGiCEQBLxYVCAW63Gw6HA9lsFsViUTpUAdRUxyqVCgKBANauXfuOJDWptiIcA09jUk2ZVjD/56YjWqxyHZZqjAR4UhGcYzckTzldvzBlm5UGbnIy3jRNk+48AJKCqNfE2ZENDQ2YnZ2Fz+fDI488ApvNhg0bNuDP/uzPcPz4cXz1q1/Fxz/+cdx///14+OGH8fM///P4xV/8RUQiEXg8Hvz4xz+GxWJBLpfD2NgYstksXnzxRaxbtw7vfe97Bd1nWPuDH/wA4XAY4XAY1157Ldra2vDcc8+hXC7D4/Hgd37ndxAOh9HU1HTZWQe5XA4PPvggBgcHUVdXh/n5eYTDYQQCAbS2tmJychI+nw9zc3NobGzEli1bcM0112D16tXo7e3F5s2b8bd/+7cYHx9Hc3MzDh8+jNWrV0vXKtO613MMhUIB3/rWt/Doo4/Ks+/u7sZv/uZvIp/P48Ybb0RTUxP+9m//VtrbXS6XOHN16piu6zVSe4VCAc3NzZidnYXD4ZCR9iS7sRMXgLSsd3R0YPfu3csaqvx2tBXjGAj8qSo6JJbQOZCKTHBtOcbNTWMlglJtqu4fF6A6iIaINPP+4eFhdHZ2CsOQJU2mH4VCAcFgEKOjo3jxxRdlpNntt9+OXbt24Yc//CFeeukl7Nq1C+FwGK+88gosFgs8Hg+CwSBmZmaEHt3Y2IhisYhjx45B13WEQiHouo7/9t/+G9atWyeUZ3b9vfDCC4hEIhgZGQGwQOa6++67sW7dOvT29uLUqVMi4fZ69+vQoUMyXSoWi8nglObmZtx22214+eWXsXnzZrhcLmko2r9/P/bs2QODwYB169bhU5/6FP7t3/4Nd9xxB06fPo2JiQlRTcpkMsIwvdTzJKOzvr4e9fX1OH78OKxWK8bGxhAMBmE0GrFhwwZs2rRJBFljsZhsaF3XUV9fD5PJBK/XK8N7+SwbGxtlDgejUYqxUOhX13WkUilpcV+9evU7Oo0AVpBjACA0ZbVRiY0rbFtmmZCqRUs1RgiUis9msxIhEJhi2kAHxUoF6cSRSASzs7OCA2zevBlPPPEEbr/9dtFU0DQNqVQK+/btw+zsLE6cOIFDhw7BarVi165duPvuu7Fv3z7s27cPN954I7xeL86fP48dO3bg1KlTEolUKhUBDtW2X6vViunpafmczZs3Y2BgAE6ns0ZpiGE/dQqnp6fxh3/4hzh8+DC2bdt22fr75OQkstksdu/ejfHxcbhcLoyMjODMmTNwOp0IBoP40Ic+hH379sm4uqmpKXzkIx+p2TTd3d3YvXs3wuEw+vr6MDY2JspJqVRKWJEXwxzK5TLGx8dx1113yVzK7u5ueL1eDA0Nobu7GwBqRtVHo1FhOhL7KZfLMk+TA4wJOLO1HIAAqjyYeL/z+bzMFenq6pJn/U62FeMYeFJzk7IqQIEUhp1qWWm5ZSKyJemAqJbEKgdTGv6MaYTf70c0GsX+/fuRTCaRy+Vw7tw5mM1mvO9976thCxaLRdx3333493//d9mURqMRa9euxd13342XXnoJ8Xgca9askclRDodDFIY7OzslinG5XGhsbMSRI0fg8/lQLBbh8/lkkvbTTz+NmZkZoR6HQiGZkgUstBtbrVY0NTXhZ3/2Z+W7XW5hcxZDU1MT6uvr0dHRgZ07d+Lo0aPStl6pLEyX1nUdP/7xj+HxeHDPPfdg7dq1Ne9lNBpx00034dixY3LC+/3+mmjsUm3b+XweNpsNW7ZsQU9PD5577jk0NDRA13XccMMN2L59O4ALHBg2O/G057zTarUq0ZSmaRL5WK1WTExMwO/3I5VKyeuZJpDDwBTWZrOhp6fnHaPr+Hq2IhwD80w6AaLd3KyqajMZkMvFGVQRGAqj8P24mRidAJATm0NdwuEwenp6cM8998Dv92PLli01bcnUP/jGN76BsbExbN++HY899hgsFgu2bduG3/7t30ZzczOi0SjOnj2LwcFBrF69GsFgEJs3b0Y8HhcREM5dvOaaa7Bnzx7Mzc1hYmICiUQCAGSxHzlyBIVCAS0tLa85fVWtzG3btuHuu+/GwMAAtm3bdsn7pus6zp8/L0xARhX19fWimO1wOKQXIZfL4aabbsKePXvk/l3sPSlIY7Va0dvbi2g0WjObkzNEFxtD+4GBAWzZsgUf/vCHEYvF4HK5BPyrVqsYGRkRZxUMBgVIVlvoOR2MhwuwIOxy9uxZ2O12EQGKRCJCw3c6ncjlcnKgNDU1ob29/W0pB79cWxGOQT09iCEw1Kd4C50EX7Pch0PUnL+rzqcgYYpiKdxYjY2NeOqpp5BMJrF27VrcfPPN+Jmf+ZnXbIByuYxnn30WX//613HixAl0dHTg137t19DU1IQtW7Zg9erVotHwwAMP4MSJE/B6veju7sZzzz2Hzs5OZLNZeL1e1NXV1agx9/X1oaGhAV1dXXjiiSekK5InWblclpkTTJNSqRQKhYJIvJGz0NLSUqNLqJqu6zhx4gSGhoawceNG6ThkGdZgMMDn8+GGG27A+fPnZZMdPXoU9fX18Hq9qK+vr7mv3JyapqG3txeFQgHRaBQOh0MUkNQxb4vN4/Hg/e9/v+A7agNbqVRCNpvF2bNn8dRTT2FwcBDNzc2i3Ew8yefzSbcsowKCi8FgUKpS8/Pzos+prkmWKjs7O3HrrbeiqalpWevu7WorwjEAF0aP05uzgYU98Uwv1KEzy00l2NfAMe8cdU7wi+mJOsbOaDRi69at+OM//mP09fWJU1D5Dnv37sXjjz8usuxUoP6t3/otPPLII/iXf/kX3HjjjYjFYhgaGoLdbkdra6v0VdhsNmQyGUxNTWHbtm2oVCpYu3attGl/9KMfxQ9/+EPpAOQcy3Q6LU1VlJOLxWKYn5+XWRE/93M/h56eHvz4xz8WufnFpus6Dh8+jNOnT6O7uxsul0sGuCxuVqNQraZpmJiYkCE5nAY1OzsLs9mMarVao+lALgWZiC6XS7gDpKAvfpbsoeG0J13XMTY2JnyEw4cP49ixY6hUKtiwYYOkiFNTU8JvABZmk7hcLpkVQcegfkdqYgCQ+aFUxqpWq+LIyXZ8p9uKcAwEzFiuVNOGYrEIi8UiE5n4mispWapVCc6V5Ilot9slpGU7rsvlwt///d+jvr5eKhDAwni3H/3oR5ibm5MQmDMgOKjlW9/6FtauXYsPfOAD2LhxIzZu3IiDBw/iT//0T/HAAw8gHo8LEDc7O4vNmzfj/vvvRzabxejoKNavXw+DwYAbb7wRzz77LH7wgx+goaFBQFkKnRIL4Xci9z+Xy2Hz5s347d/+bYyPj6Ojo+OiubGu6zhw4AD27dsnorIE3i6lxs1orbm5WfJ3l8sFXdcRCAREJm+xcXgQ5ziQ9s7S9OtFgSw1soKQSCSwdetWFAoFRCIRNDQ0SO8KIz6uJVaZ+Px4v5xOp+BH5FVQHIiU6cnJSela7e3tfUd1UL6erahvyQ1Pz85Fo0YO6nSg5RhTCDohysZR+JMAJydDlctlhEIhbN26FV1dXRISh0IhPP7443jllVcwPj6OSqWC+fl5nD17FpFIBGvXrhUl6W9/+9vI5/PYvHkzqtUq1q1bJ1FIOp3G0aNH4Xa7MTIygt7eXvzSL/0SBgYGcOzYMYyMjGBmZkaGzdx+++1ob2+XKV0EaiuVimz4WCyGWCwmLdm//uu/jvr6emSzWaxZs+Y194Qlycceeww+nw+BQABWq1UYlbxvlzL2HzCEJ25wqcnX5XIZbrdbpooR7ymVSq8Z5bfYWCGgfiYjvp6eHmnprq+vF/CRc0jZH5NMJgVwpoMgfhUKhYReTuyJVR4ybZku/bTYiogYAMhUZQpjZDIZAX6y2azklBT0vFLPXSqVZFGyDKhWJbgRDIaFwa7RaBT19fVIJBKYnZ1FNBrFuXPnkM1mcd111yEUCuHo0aPI5/Pwer248cYbcfbsWVx33XVobGxENBrFY489BqvVio6ODjz//PMYGhqC2WyWfDcSieDrX/86fvM3fxOrV69GXV0dXnrpJQSDQZw7dw6rVq3CwMAAUqmURAxMd4icq0Nx0uk0rr32WvzMz/wMTpw4IROaFtvExAT+67/+S/oYSPjiJrncPV5OxEZRG0YNZJ3ydF+K8fkYjUYRBK5Wq0gkEoIFxGKxGi4Mo0GS1RaPHqAcHwHtUqmESCSC+vp6hEIhZDIZOBwOrFq16pIO751oKyJiqFarwmXnf+oDLBaLcjIyV71SZWKCWCpWwRyTbEe73Q6bzSbg1NjYmKD++XweH/nIR/Dnf/7naG5uxv79+xGJROB0OtHd3Y3u7m7s3LkTt912G9auXYtMJoPz58+jqakJ0WgUR44cEUk1t9uNnTt34tZbb8X8/DwefvhhEQKZmJiA2WzGBz/4QWkcIneDo9oZYWUyGflebP3+1V/9Vek/WbVq1Wvuw+zsLP7P//k/qFarMoeBfRNsILqathjo5ekNoCbMX4qZTCY4HA6RZfN6vZImsmeC5UUeBOy+5Pg/GmdLzMzMCIGOM0p5MDU0NKCjo+OnohpBWxERAxeF2WyWNIKRA0NMnpL06lcq70byD/NavicBToae1FXgZuNkZ/IJpqam8OMf/xhGoxFtbW2Snzc1NQmjjz0ZH/7wh+F0OvFXf/VXNQrOJEvdfPPNQqAZHBxEW1sb/vt//++w2Ww4fvw4kskkPvGJT2B8fBzDw8M4duwYmpqaROGZ34eA5I033ojrrrsOZ86cqZFRpxUKBfy///f/MDk5ib6+Pvh8PhGs4ci2N0ISniAv772q9UlQcqnPk5UGhvyco6FGB7quw+12S3UmFAohn8/XpC3skWC/B9+LoK7dbkd3dze6urp+avAFYIU4BgCi4ETWGvN8lcrMv7tcrpo69VKNobI6o4LRiNfrRXt7O7q6ukRoRX3/aDSKH/7whxgcHERDQ4NEAiQNaZqGrq4uadiZnJxEJpPB9u3bMT09jW9+85s4f/48gsGgzH4YHx/Hd77zHRSLRQQCAVx77bXw+/1IJBL4wQ9+gEOHDiEUCuFv//Zv4fV6ceDAAQDA6dOnoeu6VFGYXhB3+MAHPgBg4ZRerMpUrVbxjW98A0888QTWrVsnRB9ObuJcjzfCeD/Z6s5SJfU3lmNqC77D4UAmk5HrphQgKzWU6WekEAqF5H04MIj8Bt4POgGTyYTe3l4Eg8GrcQveNnZZF6hpmlXTtAOaph3TNO2Upmn/69Wf+zVNe0rTtIFX//Qpv/M/NU0b1DTtnKZpd1zuM9jpls/nEY/HRciTZS+2SzPc56JYjjFlUOvsxC7sdju2bduG1atXiywZJeXK5TLOnj2L+++/Hy+//DICgQDcbjeGh4drlKTpUGZmZtDf34/6+nr09/ejUCjgK1/5Cvbt24f6+nqhE5O0VSgUpLfhW9/6Fj772c/i6aefxuc//3l85zvfETUht9sNj8cjkU00GhWnxtJuuVzGTTfdhOuvv14oyIubfQ4fPox/+qd/gtFohNvtlmYqzrbgvX0jIgb1WXDjkUfA8upyTaUvs/lOxWBY7eJaIiZBo4Q/W/o5NiCfz0sLeUdHx2UH77zTbCluugDgZl3X05qmmQC8qGnaYwA+BOBpXdc/p2nanwP4cwB/pmnaegAfAbABQAuAvZqmrdZ1/XWTSLZWM1pgyZCOgJr/LMVdSRMVFw8jBbfbLcrJk5OTGB4eFqJTpVLB2NgYhoeHEYvF0NvbKxz/mZkZOJ1OTE5OColp48aNePDBB9Hd3S0t0qxe8PeIHxA0MxgMcDgcmJycxDPPPINt27ZhYmJCnA1PwWQyCU3TRAPiwIEDSKVSUqXxer2Ym5uDx+PBL/3SLwk5R9U/AICZmRn8z//5P6U6wPtB0RfgQgu1GqK/Eca+FT5Lu92+rNSQMu4kdLGalUql5D4TJyC5DViImDhHtFwuiz4nOSHUuqAqdDAYREtLy09VGgEsIWLQFyz96l9Nr/6nA7gHwL2v/vxeAB989f/vAXCfrusFXddHAAwC2HWZzxBPzxJTPp8XD85ThWHzcoAq1diCy6iBHIZyuSyMQlWZaHBwUCoIALB582ZEIhFs27ZNdAVvu+029Pf34+GHH8bg4CD8fj9KpRIGBwcF8aaGQCQSkRHqPp9PUgBiHfv27cP09LRQtFWl6lwuh97eXlGLDofDIphClaINGzagv78fk5OTEgXQyuUyvvKVr8ggXHIN6LBKpRIsFouMeeN9f6OMVGhGCsudaKV22bLZrVKpSH8Kr514Ankf/FwA0jjX3t4OAFJypZPSdV0mkb8V3ZRv5P2/nC3JDWqaZtQ07SiAEICndF3fD6BR1/UZAHj1z4ZXX94KYEL59clXf7b4PX9D07RDmqYd4izJXC4nk3/oCABIpYKpAGXflmvc9OyuU6dHZbNZZLNZCSljsRjS6TS2bduGO+64A5s3b8aBAwdQX18vgNY999yDrq4ufOc738H58+dhNpvxxBNPYHR0VKoO8/PzGB8fh9FoRDAYFFFRlh65MdLpNPr6+uByuXD8+HE4nU4hNAHA8ePHMTw8jNtuuw0f+chHRF6OQ1Hq6+vx8Y9/XHgYPp+v5ru/+OKLuPfee4WhyNCaG0dVeQJwWcLRlRirD6qALHUTuFmvxIgfkIdSrVZlsC+rXSxVkpbNVNRgMGDNmjUwm81SsaCToijLlUzluhr2VipQL8kx6Lpe0XV9C4A2ALs0Tdv4Oi+/2I59TcKq6/qXdV3foev6DhJqWIrTXhUy5c/Z1MLGIEp6Lcd4ijDqYG/Bddddh46ODplFQCn27u5u3H777QgEAnj00Ufx5S9/GT6fDzfeeCMGBgbQ1dUFi8WCL37xi8jlcrjxxhuxdu1aVCoVZDIZNDc3w+VyYePGjYjH4wgEAmhsbJQp2HQO6XQaxWIRs7Oz6O7uht1uRzweh9lshsfjgcViQTAYhNvtxtNPP41IJILf/u3fxi/+4i+KMrXD4cC6devwnve8R1qkVWwhGo3if//v/41oNCoVFt4T4IIClTr2nc75aplagaBzZkVoMSNxqc+Tpmp0plIpwRAoX+fxeIRGnU6nEQ6Ha07jnp4e9PT0iP4CCWR1dXVYv379O25g7VJsWU9e1/U4gGcB3AlgTtO0ZgB49U9CvZMA2pVfawMw/XrvyweihtCksVLijWxFlhOXC44R8GJZTntVG5DzKw0GA7q6urBnzx6sX78efr8fg4OD+N3f/V18+9vfRltbG9773vcil8vBbrfDbrfj3//933Hu3Dls375dphKtW7cOW7ZsgclkQiKRwI4dO+R05NQikpooflIuL4yVi8ViohBUqVRwww03YNu2bQgEAujt7UUul8PXvvY1VKtV3HLLLSIEm0qlcNdddwlAFgwGJaKqVqu4//77sX//fsE0HA6HSPATqyB4yYnfdMLLBXkvZQRJ+Sc/n+kbU8elGp8/cQk+T2JVTD8pfceWbDZwqRFoY2OjiL0S0ykUCmhvb0dnZ+dV+f5vN1tKVSKoaZr31f+3AbgVwFkADwH4lVdf9isAHnz1/x8C8BFN0yyapq0C0AfgwOt9Bk9xAoEkmKj5t/paToNartHh0MnkcjlMT09jzZo12L59O7Zu3SrS5pVKBcePHwcA7Ny5E/fccw8ymQyOHDkCl8uFJ554AiaTCZs3b8aqVauktXjHjh3QdV2qB+3t7ejr64PBYEAmk0Emk5ETqVAoIB6Pw2q1Ytu2bbj99tvR398vZK4dO3bgPe95j6hNrV+/Hi+++CIOHDggQC2Vkz7wgQ9gfn4eLS0tNbyFp556Cp/73OeExMXRfGwUogNhZMZ7TtHUq+UYAAiLlac1S8KlUkn6PpZqjGYYCbIJLZVKidZjoVCAy+VCMBiUFJVkOooOszrD55LNZhGPx1GtVtHX13fJbtR3ui0lYmgG8IymaccBHMQCxvAwgM8BuE3TtAEAt736d+i6fgrAdwCcBvA4gN+5XEUCuCDPTVGMdDotHZTZbFa0GPlzFYNYqnFzMHfj8BWDwYDVq1cjnU5jfn5eaLrBYBCdnZ3YsGEDqtUqnn/+eVitVoyMjKC/vx8ulws33HADotEoOjo6MDs7C4/Hg1gsBqPRiPr6eoyOjsJsNuPMmTMYGxurUYvi4Jjm5maYTCYMDw8LVfpDH/qQpCEnTpwAALS1tWFubg6PPPII/u3f/k0YinfddZeMniNZCQDGx8fxuc99Tth/rPJ4PB7hETBkJthG0FHlcfykpUu+t6q+xQ2tdskuxwnxPelYGPlEIhGJfPi8GaUAkKiCnZ0k03m9XtjtdnEQDQ0N6Ovr+6krU9Iui27oun4cwNaL/DwC4JZL/M5nAXx2qRfBZhbWkPmnGiJywaoA5HLKW1wg6qnE6UPPPfcc1q5dK+PhGE6zGpBMJnHmzBnBQXw+H15++WVcd911Il0eDoelHn/69Glcd911sFqtePbZZ9HY2Ii5uTmZi2C324VYU1dXh0QigZ/7uZ/DxMQEIpEINmzYgHvuuUdmMQ4ODuKaa66RuYz79+9HNBqF2+3GmjVr8P73v1+cAmdDlstl/PM//zOOHj0qZctKpQKHw4HGxkaMjo5KCkfHS3IT7z1DbrPZvKz5DxezbDaLubk5GI1GuFwuaWnmNajU9KU8U75W7RkZHx/H5OSkOItAIFCDKXk8HilzzszMoKOjQyLUTZs24fTp0wiHw6hWq+jq6kJXV9c7dgTd5WxFFGe5aXmSUg2IpT6WFplWMB1YrpEBRwdjtVrR2tqKLVu2oLOzEyMjIxgdHcXk5CRGRkZw6NAhrF69GlarFS+99JKElqdPn8batWtFWWnVqlXYu3cvjh49Cp/PJ0IhBBLXr18vfQi6rsPr9WLt2rXSE5HNZnHu3DkZZrJmzRopVRoMBuzevRu5XA7PP/88IpEIUqkUotEobrjhBnz+859Hd3c35ubmJBoBFjbi0NCQRAGapskGp4oyNxc7HHl/CfSydPyTVifYgRqJRETngJO4vF6vqHTTIS/VyJLlhKiJiQkpXZrNZild2mw2eS2dN4fbMvrcsGEDfD6fAJPNzc0/NaIsF7MV4Q7ZLccJw3x4LEsyDOaG5li0K6l7M2rw+/3Ys2cP9uzZg3w+L3MTmpubReyD+ShTjVWrVuGpp55CMBjE9PQ0stmsAFqDg4MyERlY0GygoMr8/Dy2b9+OoaEhrF27FtFoFMPDw/B6vZiamoLL5UKxWMSHPvQh2Gw2/Nu//RvOnTuHW265BYFAAN/4xjcwOTmJyclJGVff0tKCf/iHfxCdCKYGtPPnz2N6elpSFgKcFJMhKGcwGMQJkfdAbIHh+k9anWCkVCgU4HA4JDxnG3UqlcL09DRCoZCkVZcztfxYLpdx7tw5DA0NSYRTLi/I5TNd4u9wSjml3LiGgsEgbDabrDEO/flptRXhGBi2AxeUolW9R7vdLiW1+vp60TZcbiqh6zqCwSC2b9+O7u5uuN1uHDp0CJOTk6IUpCowVatVJJNJ2O120RIk+emVV17B+vXrcdNNN2F4eFjC00QiAZ/Ph/Pnz6OlpQU9PT0IhUK4++678Y//+I+Yn5/H2NgYrFYrduzYgYGBAQwNDaGhoQH33nsvRkZGMDExgXA4LANhQqEQRkdHpftzYmICP//zPy/EHDo6GqdNTUxMCOBot9tFuYr3lziNeg/VeR7ABcoxn9OVGNmrTqdTpkezTEtGYqVSQTQahdfrXXJ5kK+bnJzE4cOHpeRK4hZfQ85IJpORzxseHpYoVX9VYp7RDJvoflrxBWCFOAai4ABq2qFVFSGLxQK32w2n0yl6hMuNGKi8HA6H8cQTTwhfgukLTza/349YLAaHwyGnZ7V6YVRcPp/HmTNncOedd6KrqwsPPfQQNm3ahJdeegnRaBRNTU2y4Xbt2oWHH34Y73vf+1AoFDA1NYW1a9fWnPCFQgFHjx7F2rVrpefiL/7iL5DL5fCXf/mXiMVismHm5uZgsVhw2223XfQkHxkZwZ/92Z/hwIEDMrzHarXW9CJQhZpiJ+QY8BnQOefzeTl1GVlciWmahra2NkQiERgMBoTDYfz7v/+7KFWtX78eXq8XXq8XMzMz4kRez3h9pVIJR48exblz5ySVIh+GGp7UD+Uhk0wmMTU1VdO8RZGXxsZGkan/abYVgTFw45H0AkCowKTuer1eBINBNDQ0oKWlRYhQyzEqJ50+fVrmQHJzkjehNnJ1dHTIxORcLodoNIrZ2VkcOXIE9fX1uPbaazE+Po5jx45h586daG1tFXIS05/e3l4AkFOM0m+89uuuuw7AQh/DwYMHkUqlcPfdd6OtrQ3Hjh2DxWLBqlWr0NLSIpjAtddeK7+nWjqdxh/90R/hhRdekB4Ij8cjG40drPX19dJRyWE7quiuCtLy2fwk6QTVl4gH5PN5rF+/XiTgK5UKBgcHMTAwgHQ6jXg8/rqVEFY06urqEIvFcPToUelxIWbC9IEOmHMoSfwaGxsTR0iAkn0TW7ZsQUtLyxV/33eCrYiIgadyPp+XHJBgI+XYtFc1GD0ej8h7LdcKhYLU51lhIPGFzqe5uRmpVAputxszMzMCdL7wwgtoamrC888/j3g8jj/5kz+B3W7H8ePH0dvbK4h+JpOB0+nEyMgICoUC/H4/rrnmGmEw7t+/H0ajETMzM/jc5z6HYDCIT3/603juueeQSqXw4x//GP/jf/wPHDp0CF/5yldgNpuxadMm+P1+GAwG+P1+9Pf3I5FI1GgnptNp/OM//iMOHDgATdOwZs0aGfs+Pz8vYB9xEHZt8vtrrwqvEtFXp34TqFyM0C8nlbPb7WhsbBTM5qabbqoBCTlk2O/3w+PxXPJ96RQY5Rw5ckSwFA7+1TRNBtB4PB4kk0lxbLxf8Xgck5OT8Pv9UiZta2vD8ePH0d/ff9mI5Z1uK8YxUCSFgCPZealUSkpolCh/vYVzKSOIqaYGavMWu+mIcEciEXzve9/D1q1bsWnTJui6juPHj+Ps2bP46Ec/inXr1uFrX/sastksduzYgTNnzgjjkZOgefJt374dXq8XH/rQh/Dkk0/C5/MJWr527Vr86q/+Kvbu3YtMJoP3ve99mJmZwdDQEBobG9HX14f3v//9aGtrk7x3dHQUo6OjmJmZwaZNm+ByufDoo4/ia1/7GiqVCjweD8xmM9rb25FKpcTZJhIJSYeoKE0H63A4RHiXmIBaLWIUod735TwDg8GAYDAIv9+PeDwuXAk6Z6vVCq/Xu6TpYowm5ubmcPjwYcF+EolEjZ4khVx8Pp+Ar5SiZ2QIQCoyzc3NaGhoEHm9n2ZbMd+ei5Ahn/aqaIua53u9Xln0V2LELjh/geEyhWHD4TCsVivWrl2L6elpGQ47Pz8vdOwPfOAD+NCHPoR7770XjzzyCLZu3YpkMolUKiVCK9VqFYFAAJFIBNPT0zIn8pprrsHu3bsRiUQQDAYxODiIdevWIZFIoLu7G5VKBa2trfi3f/s37NmzB3/8x3+M+vp6uFwuNDU1wel0YnZ2FlNTUzCbzejt7YXL5cLo6Ci++c1vwuFwoLm5Gbq+MJotHA5L6JxMJmskzViGJBBJLQaWgbPZrHANWDZdToRwKTMajTLrgRgSgCWf0CRJGY1GTExMYGJiAlarVdICYk+UjOf7kxPT0NCAeDyOfD4vcvHsurRYLNi8efNPlbbjpWxFOAaGqnzgqvhIoVBAKpWCy+WCyWSSGviVmMPhqJH94kJ3OBxwOp1wu93o7e2VKklvby+ampok/L7pppuwevVqPP744zh//jycTidKpRJmZ2dhMpnwyiuvYMuWLchkMli9ejU8Hg/Onj2LarWKUCiElpYW/Pqv/zqee+45BINBFItFnDhxQkA4r9eLp556CnV1dVizZg3e+973Argg114ul/HSSy8hk8mgu7sbgUAA+Xwe//qv/4pQKCTNVkTnVW0JdlFSz6KxsVFOT5aLmbYxpTAYDKKzyX+7GhoNqkNYrhF3SiaTEmXx+okrEEOh9iO7RlmR8Hq9SKVSGBgYgK7rcDqdMuFq69ataGhoeJ0r+OmwFeEYWBZUtf3ViUMECIkuX6lHZ8WDwGCxWJT802aziRKwyn7jTIvbbrsNdrsd3//+93Hw4EHMzs5KVMPGqtnZWZw/fx6JRALt7e2CTzDv1TQN/f39OH78OK699lqkUimcPHkSyWQSJ06cwPr161FXV4fbb78d99xzz2uqAFNTUzVtxOVyGf/yL/+CBx54QIRqVdFaOjT2J+TzeczPzwsJiPiB2lEJ1FLHmXKxMkEnrmI/b5YxhTAYDDhy5Ij0srD3heApyXHqEFseJvF4XAbyTE9Po1QqSeOexWJBZ2enrL03UqhmpduKcAwqAk2mnjowhN5fle66knSCm5ORSF1dnYSwGzZsELl2r9eL+fl5IQ6tXbsWPT09+Ku/+is888wzuPXWWwUPITGLjTjZbBbFYhHT09OIRqMyp7GxsRHValVOo/b2drz88st4+OGHRTAmmUziYx/7GHbt2vUa3cVsNosjR44AWNDH3LRpE/bu3YsvfelLACARz/z8vKgWcaMQt2HKMzs7K9ETUwaK8HLgDLDgSNVmK0ZSiysGb6aD4H16+umnxeFxlkS1emGwLYlwarWJsvWMhghiqj0anNn5Zju9lWYrxh1y8fGkYtmJp5vT6UQ6nRYxlysxlkJZ8SATkirP58+fFxJMIpGAy+XCli1b0NXVhUQigYGBATQ2NmJiYgLr1q1DR0cHWlpapKeipaUFk5OTyOfzmJiYQH19PSYmJqRSQBGVT3ziE2hpacFjjz2GWCyG4eFh/PzP/zx+53d+R4bOqixGXdexf/9+xONxFItFbN++HSMjI/jsZz+LVCqF9vZ2+P1+qeGTAMYhvWTw2e12UZUm+JfNZoX+zO5D/vviDaLOF2UEwujlJ220ej1T0z5N0zA0NITjx48LPkKae11dHXw+n6QO/B2VVUttS/bkMD1ia3Z9fb1833cdwwqweDwuvflq9yRzymw2K45jKcj1xYwpg9rLX19fjxtvvBETExMYHR2VFCOXy6GpqUkalg4cOCCnjsfjwczMjCD2ra2taG1tFbCL1ZRoNIq+vj788Ic/xBNPPCHq1qtWrcLLL7+MZ599FmNjY7j77rvxiU98AnfeeSe2bt2KNWvW1KRLp06dkpIjc+B//ud/ljJdf3+/6DWQscnrMBgMCAQCKJVKEo3l83npI0gkEigUCqLJoCobqWPq1e5HphY0VfuBz2yxoOyVOg4CqXRe+Xwezz77rEjB2+12icIYTfI5M62oVCrSHEfnSKYq1xUrXleiPv5OtBWTSnAhFQoFAcIYCjP/VdV+rsS44Zkj22w27N69G5lMBj/60Y9gsVjQ2toqUm+HDh2Cruv4+Mc/LnVxzn9QsQVd17F161aMj4+jsbERs7OzqKurExGXG2+8EY8//jjK5TJWr16NDRs2YPXq1di2bRvm5uZwzz33IJVKoaWl5TWSbDMzMzh+/Lgs7o0bN+Lb3/42XnzxRei6Lv0PVqtVBEoASKmOmgPshWA7ciqVgq7rMtaOTEhGDrzv/JMRnJp/q6mZOgOEn0OSGh06w3ZGHHQ0TJsWpyqVSkUqB62trTAYDBgcHMSTTz4pXAWj0SizOliBISgMQKIos9ksg4FYgaFYjtfrRTqdFhbsu45hhTgGbnbmucViUXjqzBH5sJY7s5LGRazKx2/ZsgUdHR3Yu3cvUqkUmpub0dPTg3Q6jUgkgnA4jD179uDrX/86Nm7cKJJpJAfNzs4ilUqhr68PgUAAlUpFiExDQ0MwmUw4evQobrrpJvmeiURCQK+//Mu/FKfCWReqJZNJHDhwQFD0rVu3YmxsDF/4whdE5Zr07La2NhEjIaDGAT68ZgqQeDweTE1NCZLPPhQ6OubfxCaYdgEQlW11A2UyGTz33HNSeWloaIDf75emJDr0eDwu5CmmIQaDAe3t7XLCHz16FHNzcyLAOj8/j927d4vTevzxx5FMJiXFJJtU5VgYDAYZVafrumhkxONxNDU1we12IxqNAliYMdHd3Y1cLlczO+Kn3TmsCMcAQPI9LjwAMkCFp7vD4ZBc+kqMJxG1/G655RYcPXoUZ8+eRVNTE3bt2gWv1ysbd+3atQgEAvjud7+LU6dOwe/3S8mLFFqmPl6vFy6XC1NTUzCZTNiwYQOcTieGh4dx+PBh3HbbbQgEAvjOd76Dc+fOyQn7//1//1/N7EzV9u/fL1TlzZs3w+Fw4NOf/jSy2SxaWlpgNpsxPT2NeDyO1tZWOJ1OQeHZ+1AsFqVHZHh4WFqO4/G4fBeCvRzGo+IGPEkZeXCTs2JCfIUO/Pjx48I/cTgcItHvcrkQjUblmvL5PFwuF+rr64W+reJHJpMJLS0tCAaDIsZ6/vx5PPbYY4IRqXM8yXPx+/1SVbHZbIjH4+IAU6mUKG1PTU0BWKj0GAwG+Yw32yGs1MrHinAMal5LIRaOhAMgrEeSm65EboygpsViwbp163DHHXfgzJkzePbZZyVPZ4cdCS+dnZ04c+YMzGYz4vE4fD4fQqGQTJ3u6ekRuTbSh9WFuGbNGnR2diIUCiEajcJkMsHn8+H06dPQNA27d+8WLj+1LRkpJZNJJJNJZDIZbN68GX19ffje976Hl156SZwjNxElyTwej1CzGTFQbMXtdguDVG1t5+wFqmMbjUakUimpZvDU5/g3ajao07A9Hg/27NkjKs3xeFwEWam34HA40N7eLmQppocER5m+bN68WYR6mYqYTCZks1l8/etflyoPm6Q4x5RCvhTN4fqhXCDTG6fTKSK7lUoFc3NzErG+FbMpV2pksiIcAwCpQJRKJakWAAupg8fjkYVwpWUk/k5XVxeuv/56TE5O4rHHHkOpVEJXVxfWr18vsvGVSgV9fX2Yn5/H1q1bUa1WMTc3h1deeQVmsxkNDQ2w2WxIJBJoaGjA+Pi4vD9D/23btonGZCKRQDKZxAMPPIAbbrgB69atw6ZNm9Dd3S0bnH0cHR0d0jHodruxevVqrFu3DhMTE/j2t78Nu90Ot9tdw1osl8sCJhKXoXOihDpFdM1mszQqsQ2aeAmFcdhLAlwQ6qUzZmeralarFU1NTQiHw8jlcmhoaEBTU5NoPLrdbpm4rTJOL2VMK9RGrhdeeAHPP/+8MFDZlJXL5VAsFgVXCIfDyOfzwgDld+FszGKxCJfLJekRIyRVi+LNMoKlnI+xkmzFxDAMmbkYyH9nqMiTjpvoSszr9aK3txejo6P46le/itnZWRiNRhnldurUKYyNjSEcDouDuvXWW9HQ0ICJiQlhY1LvMZ1Oy/h4svmy2SxOnTqF2dlZ5PN5dHZ2oqGhQajFZ8+eRWtrK1paWiRlYpTi9/uh6zoOHToETdOwbt06bNy4Eel0Gl/4whcQj8cFJGQExAgqkUjAbDbD7XYjkUhIRUId38bNNDExIYSg2dlZqaJwYzNiAiBVDKpIx2KxmnSDpuu6OACCyIwGVDLZ5TYA0xTVecTjcdx///0yK4JqziqxCQBcLpcM32HZluVJ8h3y+bwwXdXq1FtlKn62kmxFRAw8WQl0qTLv/DvLbTzRrsQMBgOGh4fxrW99CzMzM6ivr8eqVauwbds2hEIh4S4cP34csVgMu3btgt1uRzQalYXY2NiI5uZmnDlzBmvWrAEAAcey2SzuuusufPOb30QsFsPk5CQ8Hg9uvvlmNDQ0CKBG9SQaw3273Y5QKIRKpYLNmzfLQNZ7770XJ0+eBAAZy0auAmnAjLLYRl0oFFBfX18z6o+ovcVikby2UCjI5qLj5bVRg4KK3fxZLpcTKrX6DMkZCAQCiMfj0kzmdrtFGYkamYsbstSmNrVztlqt4rnnnsOZM2dE+ZmvSSQSQtlWf4dlSrZ4t7S0iPYERwa8Xsn7zdqodNwr0VaEYyiXF8a3O53OGmINcAF3AC44kFwu95qy3lIsFovJWHmr1QqbzYbt27fDbDZjYGBAQMR4PI7p6Wn4/X6hK7PHor+/H9VqFUNDQ+js7BSJeF3XMTw8LGPryB145JFHAAB33HEHjEYjurq6BAB0u901pC72NmzZskWcx2OPPYYnnnhCpl/ZbDbRonC5XMhkMhIV0HlyrkQ+n5fR8gaDAW63W6jnKhuwWCwiFotJWzaBUYbcBCbL5bJI1/GZqKK9qnwecQOmE8QUGPZTLIYpDBvo1GYqdrS+8MILiMVigpGwUYoAsBpZmkwmYcZypmWpVILH48H09DRMJpMIuDDSeivBPzZvrTRbEY6BoSPJLOQwABCKKzep3W4XBHy5D1RFs7nwu7q6MDg4iNnZWTQ1NeH48eMYHByE1+tFd3e3IOn19fWIRCJYtWoVTp06hWg0iueeew6/8Au/gIaGBphMJoRCIaTTaezcuVNmJdhsNpw6dQrBYBB79uyRUDeRSEiXpMPhkFIZNzIA7Nu3D1/72tckvCdBiiy9dDotE7QcDkdN7V69T8lkUt6XZUOmJJqmSQQQCoWEPUgZOJZFeb+5oVSxWrWiwvRGfTZsgWalJBaL1YwhdDqdaGxsrBmuCyzoZn7zm9+UlI/RItW9nU6nnPxMh8jobGpqQiqVEkyD10MaOGXygAvgN/Dmg4F0mCstnVgRjoG9C1y86hQqh8OBnp6eGvKKmmIsx9gsA1zoAwAWRrgRcT927JiE0GazGWfPnoXP5xOwzuVy4eTJk6IWferUKdx+++0AIP0LjEI0TcOWLVtgt9vR2toq7daZTAbj4+NoampCPB6XDcvyIQCcPHkSX/rSlxCLxUTajkNsqO/Iha2OerNarfI7uq6L4yAGUVdXh2QyCeACCYoRFDUK8vk83G43crmcYBPcxIsrEgz/aawi8N8rlQrsdrs8W5LM+CwWOxI1TXziiScwMjIipCsVFGVE5nK5REmc0SbTLeprsKpBwJbVi1KpJNyOt8qWq4z9ZtmKcAz03gw71cYWu90uHAFKpl2pSCdDaorCpNNpVCoVOJ1OzM/PY3p6Gna7HR0dHWhoaMCZM2fw4osvCn7AOQXT09MyLp2nJq+Vcm/r169HqVRCd3c3gsEg9u3bB7/fj+uuuw5GoxEvv/wy1qxZg6amJmEv8hrj8Ti+8Y1vyIAaNmgRO/B6vcjn8zX9ACztMXROJBJCVmLjED+D06+i0agoVMfjcUkDGJ4zTWCpkikeATN2LfJZqT0VAGq+E39GZejXe0bAgsDr9773PXi9XgGDgQsVC1YXKPRaqVTkezKaId+FmAR1OPg6Eqj43m924xQB3ZWIM6yIqgTBNwKQqqaf3++HxWKR04IIO7B8NJkpCzvxSqWS8BJaWlok1+3p6UFfXx/m5uakvs/OQ5PJhHA4LKHs2bNnpZV3bm4OwWBQSnzcZGNjY4KjDA0Nwev1Yvfu3QgEAnjxxRcRjUal7p/NZvEf//EfOH78uCDrbJ8m0atUKgnOoE5bYv5dKBSQTCZl8jO/Ozc+AUeCc8y1eT+o4Mw2+EwmI12barOVuqC5IelMuDEXg5RLtaeffhpDQ0PitPjd2E5utVol4uHcDJLNqOrNe8JUyWq1ys8pGMtIhN/hStbVlRqj47eyKnIpWxGOgRFCOp0Wjj11GFmeIgjJ0/5Kyjz00DwhKpUKzp07h0gkIpuF+TBPG4JcAEQWrVQqYXJyElarFQ0NDcjn85ibmxNGodvtlnZmzrTs6+tDLBbD/Pw8zGazCK1MTExgampKrunFF1/Evn37agBYshlZBvT5fIKXEG/gGHuG0eQmUOOSbENGESz50umxWhCLxXD+/HmMjY1hYmICs7OzSCaTIobLsitPaHIpVPtJT91sNou9e/cCWIgwiC3Q2QQCAXi9XiHDJZNJNDc3yxRxpi3sn1D7QMrlMiKRiHRRLi67Xo3rX6rxmb+bSlzCWKakRBe1EujZ8/l8zUgyMveWY4xCCKjRsaRSKYRCIWSzWQwODsJoNOLYsWO44YYb5Ho6OjpqpkMDEPXorq4uAAsb7PDhw3j00Uexdu1afPCDH4SmaQKOESNJp9MAIKduQ0MDXnnlFfh8PuTzeZw8eRJ9fX04e/ZsDUDGlmFWBsgL4HdStSv9fr8wKdPptGAmvI9Ujqb4ClvaWekYHx9HsVgUfQl1jJ3dbheiEoFHRgp8lj+pnT9/HmfOnBHQEwB8Pp84tEKhICSvRCIhkSbXjUrHTiaT4mTdbrc0kJEWTeWwt8KutO/nzbAV4RgASH2fG0cdGsLuOUYSpMAu11Q8gIxBpignT57ExMSE8BYaGhokt6WQqdFoxNzcnDgtkphcLhd8Ph8sFgtGRkZkHsPu3bvR1NSEbDYLr9eLdevWYXZ2FgaDAevXr4eu6yLwOjMzg8cff1xyfUZJlGYjX4GS6bx+ip+ye5IybBznThCU35ONXnwvVlzoBIjfzM/PC9FJLV2yDMlT+WqX2qrVKo4cOSJj4jKZDILBoNC7CaDmcjnYbDak02mYzWbEYjG5H4wWqtVqTRpKHIuAZ319vTjEt8J+EgmBN9pWRCrBcpcamnLEu5rbMkckNXo5xhyYRB2GwgzHjx49itnZWUQiEQCoKcv9/+29eWxc93ku/BxuM+SsnJ3D4b6KoiRLVGRZkWXLtmIlkqMkzeLUaZ2lCdoGvfeL297EaJGgLW7g+yX4cIsUCJCmTgKn3iIvURw7tmRZVmQt1i6RlMR9Hc7GGXJmOCSHy/n+IJ/Xh5Rkc2TJYgC+gECaHg5/c87vvL93eZ7nzc/PR01NjbAVVVUVpODp06eRnZ2NqqoqmTlZWloqw2HobPierKITu+DxeERqjEKy/f390o+nlD4wF5VoNRoZBbHFyweHqEPm1ayT8KHia1VVXYBLYGRRVlYmk6u6u7sxMDCAcDiMcDgsg2P9fj/C4bB0MRhZfNh8OZVKiaCNtvCprbfwQWb71mazyQQwPvCMjrRwbwKwmE4tLpp+1Mb13CrjPm1tbcWvf/3rjH53WUQM3OD03iyI0aOHw2GZTEznsXhy9VL+hlZxaGpqCjabDU1NTTh//jxqa2sFDr1nzx4MDg6io6NDJiSrqgqfzyeSb8lkEmazGW1tbUgmkzAYDKipqYHL5YLFYkEwGMTk5CQcDgcSiQQGBwdRXV0Ng8GwIHStrKxEPB6H0+lEQ0MDfvrTn+LcuXMA3pN010qWMZRnJMEoiqcgPyvTDQCC20gmk4IUZLGO0Qk7LzabDWazWViP4+Pj4iwnJycRCARE06C8vBwejwdutxsOh0Mg2Zx3kekDRzbn6OioOC/tgGPqMrLLwPYtu1Wzs7Py0JMbwRQnPz9/AaCMEcTtYjcSbXorOiGzs3OTv0+cOIFDhw6JY8/Elo1j0OoL8FRnkYhIPZ58brf7fVte1zNGIRMTE1i3bh0eeeQRGAwGRCIRbNq0CYcOHUIwGJQQvKenB1arVViM2dnZ6OzslNOVkuXBYBAejwculwv3338/FEXB4OAgWlpasGnTJsEKtLa2wuFwyBh4YK7WsGnTJlnjww8/jCtXrqC/vx9jY2MCcaZTZP6sfdgByMPDlIORAyMfrWSbxWKRiMNgMCzgHnBQb2Vlpcy+zMnJgdlsltDXbDbLYFyKvZBezYeaac1SjYXEcDiMdDoNm80m0ZC24KxllTItisViACCqW9pCJdeRm5srw4B0Oh3i8bjUYrSOgacsZ1RwJOLNNjq1m+mUZmZm0NXVhcOHD4uSOfdQpliNZeEYFEWB2WyWYhY/BBmHs7Nz8us2mw2KoiAYDKK4uDjjaVTcUNu3b8enPvUpjI+P45lnnoHZbIbT6cTs7CxSqRQGBgZQWVkpkQtPZC3ElnJj2ghHr9dj8+bNePvtt6GqKkKhEI4fP45du3YhlUohGo2ioaEBXV1dmJiYkKG0R44cQTweR2NjI9auXYvvfe97ePLJJ3H48GFBTzLS4GnJQiTTCO1EZw7PoSAKhUmYNvH6sqAKQBCRqqrC4/FAr9ejqKgIRqMRpaWlKC0tlVOXSE86KJr2ZM90w7OVXFFRge3bt4sTJgWfHReG3qSEE7nJh5dYGNahuB7gPQYvOyvT09PSXubJHYvFkEwmZYShw+GAz+cTp8Q992Eo2uwu3cz6QjQaxauvvop9+/aht7cX0WhUIi5yQ8i3WYotC8eQnZ0tkOCRkRFxCMB78vHDw8OiH6AFryzVeNpt3LhRWocU/ZicnER/fz+MRiPsdjvC4TB0Oh1KSkoQCoWk593d3Y3a2lr09/djfHxcFJ3sdjuysrKQSCRQWFgIh8OBUCiERCKBF198Ebm5uXA4HFi1apWoLvf09IhjqKqqwgsvvIBXXnkF//zP/4w777wTRUVFSKVSOH78OHJzcwUZCrzHxmSqwPYoIy06WLIJeTppdRiYPvAhSSaTSCaTmJqagt1uh06ng81mQ1lZGYqKiuB2u2VSFIFiTBe0+pxawNONmNFoxI4dO7Bt2zYMDg7i1KlTePPNNzE8PCwRjVbQlutmykFHSUAYOzasW3GeJ7sb2oI02aNs+XLfESXLtIVdEe14v0wdIWHrN8Ompqbwzjvv4IUXXkBra6swSa1WK9xuN0pKSjJ+Xpb8akVRsgGcAjCoqupuRVFsAJ4DUA6gB8AXVVWNzb/2cQDfADAD4H+oqvr6+703mW+8iawmR6PRBQNn2HdOJpNyU5eanymKAq/XC6/Xi/b2dvz3f/83srOzcfnyZXzhC1/AW2+9hZaWFgDvaRBy+vL09LSQnmw2m7AkWSjt6OhAaWkpZmdnMTk5ia1btyIQCKCvrw82mw1OpxObNm1CTk4O+vv7EY/HMTU1hZ6eHoFF79ixA+FwGAcOHMBf/MVfoKSkBD/84Q/x+OOP48qVKwAgxC/iDThvk3BunU4nAKdEIiEpA8NxEpXS6bREFIx6VFUVfAT5C3x/u90usvKU9c/Pzxfcx2JI880QPNHpdKisrERFRQXuuecenDx5EkeOHBHtC9aZ+LkpUENpPdagRkZGRJiFxVvtCDstZwSYa4sS5Tk5OSm5+fj4uACp2CZVFGVBa5RoTO7p69nY2JjgRj4s6pGqWa+99ppMCjebzXC73XC5XPD5fNLyz8QycSP/E8AlAEzuvwfgTVVVn1AU5Xvz//1dRVEaADwMYDUAL4ADiqLUqqp63WZxQUEBvF6vUH5ZreVmI6goFovBaDSiv78fZWVl4sWXYoTAdnZ24pe//CUmJiZgtVpRV1eHTZs24Ze//KX0yWOxmBTchoaGUFVVhUQiIY7r3nvvFZp2KpXCwYMHMT4+jt27dyMYDCKdTuOhhx6SKVZMeyYnJ3Hy5EmMj49jzZo1Uq8oLi7Gvn37sG7dOlRVVYkAiaIoeOyxx/BP//RPiEajUpDjHEoCn9gy5WZnJ2NiYgJOpxN+v1/4DsB7KRpJS8QnULWJXQ29Xg+9Xr8AMclIgyE60wdt4ZOoVdqHKbApigK3243du3dj27ZtOH36NH73u9+hpaVFNjs1Iwj+0ul0C1IrXi+mFuygmEwmKcYCkM9DlCmLuFlZWQiHwyJ6o43AqD9JXAiBVna7HQAEK0Kd0FQqtUAK78NYOp1GS0sLfvnLX+Lo0aOYmppCcXEx7HY7CgoKFsx5zdQBLempUhTFB2AXgP8N4LH5H+8BcO/8978CcAjAd+d//qyqqpMAuhVF6QCwCcCx671/YWEhdu3ahY6ODnR2diIcDktfmmnD8PCwaAJ2dHSgoqICLpcroyJkMplEa2ur5Ko1NTW46667cOHCBVy4cEH63+Pj4zhy5AjuvPNO6aFfuXIFdrsdhYWFMJlMqK6uRiAQQDQaxcDAAJ544gmUl5ejpqYGra2tOHHiBHw+n8yXBIBjx45heHgYd9xxB4aGhlBeXi4CNWvWrEFBQQEqKysBzEm7vfTSS3j44YfxpS99CT/+8Y9lQ7rdbnkAWQxkakEwEsFbRqMR+fn5QiKi7gGh5VqxGLYaSZPWchy0xCf+bT5cxApcq1PEFIPO4cNU4M1mM7Zv346mpia8/fbb+MUvfoH29nZEIhEppJKkRgYp1avY+mQBe2ZmBmNjYygrK5P3n52dlciUZrFYMDMzA6/XKzUZzgElAYsQcgACtjKZTAu4EDk5OVLwZXpis9lueKp2MpnESy+9hJdeeglDQ0PQ6/UoKSkRnInT6RTGrU6ny7gtutSI4f8C+F8ATJqfuVVVHQIAVVWHFEXhwL9iAMc1rxuY/9kCUxTlWwC+BQClpaW46667UFdXhzNnzqCtrU0gx8xleZFnZ2cFQ8DC2lKNoafVasXWrVtRX1+PYDCI//zP/5QHg2Inly9fhsViwZ//+Z9jYGAA//Vf/yXtNEVRUFtbi/HxcVRXV+PAgQPo6OjAz372M3z/+9/HHXfcgenpaTQ3N8Pv98Pr9aK6uhpnz57F/fffj+npaZE+c7lcwsPgeDyLxYKjR49icnISBw4cwJYtW3DXXXdhcHBQEJvE/0ejUVFYYguMiFEyIbkhp6amMDExAYfDAYPBIHUci8Ui0Q9fk0wm4XK5MDY2JsVMphHESGjxEDSenlqMwGIuwoc1s9mMhx56CE1NTXjyyScXULMpT8diJq8LT2uuhxGc9oG5XvjPYip5FXzo2dFiUZeTvrhHWQuyWq2C1CQ2JBAIwGQy3dCczOnpaezfvx+/+MUvpBPD/aPtwpAwppUxWKp9YMVEUZTdAEKqqp5e4nte6+5fhXpRVfVnqqpuVFV1IyvDLpcLmzdvxpYtW7B69WpUVlaiqKhINjIwFzYSwZdpQYUpypYtW1BSUgKdToeDBw+ip6dHyFXML4H3ZmVyQwQCAYyNjUGv10vI2tjYCADweDw4efIkfvvb3+LKlSuorKzE5z73OdTX1wvEOZVKoa+vD+Xl5VIbaGlpgcPhgMViERZpOp3G9u3b0dnZid7eXqTTaXz961+X052nHqMEhqkFBQUwGAySFhBGnp2dDYfDcZVWInv91IRgzs2NzlSDCssMf3lNtCAr1obYgltMyb4RXMMHmdfrxeOPP44f/ehHWLt2rUQmwWBQ5O2I6ORJTmQoMFe0W+qDyQIjHa3RaITX60VNTQ18Ph/sdjuKioqkRsHWMdvvPp8PJSUlcDgc0Ov1SKfTAq/PxJLJJF555RU89dRTSKfTqK2tRW1trUQLVqsVDodDakTspGRa91nKk/VxAJ9WFOVTAPQAzIqi/BpAUFGUovlooQhAaP71AwBKNL/vA+Bf6oKsVivWrl0Li8UCu90uJJ5kMonBwUG54EQuZmKqOjfDwWAwoLOzE1NTUzh69KgoGTE8npiYQEVFBb7zne+gsLAQiqJgy5YtmJqawkMPPQSn04nDhw/DbDajtbUVwNwptn79etTW1uKZZ56ByWTCl770JZSVleHs2bN44403UFxcjL6+PpjNZjQ1NUnbSlVVyQWHh4dx9OhR1NXV4ZFHHsG//Mu/wGKx4OGHH8bGjRtx5swZGbdG9WxClFkLoKNgPq3X6wVoRRwAsRF0tAzB6QSptqSVHyMKkeAo4ggY1Wn78oy+AAhA61YgDLOzs7Fr1y5UV1fjBz/4Afx+P2ZnZ+H1eheMGmB0oNfrRSwnK2tuShfXm8n6+JkBwGazoaioCCMjI5LGZGVloaenBwDgdDrl0GHBlmlLJhYIBLB37148++yzmJiYwB133AGXyyVEMxaLGTkwTR0eHs64NfqBEYOqqo+rqupTVbUcc0XFg6qqfgXAPgCPzr/sUQC/nf9+H4CHFUXRKYpSAaAGwLuZLCovLw/V1dW48847UVVVJcUg4vLZYsukoMKTkxLxgUAAXV1dgj9giE7n0NzcjOeffx5DQ0OoqanBU089hb1792LXrl14+eWXEY/H0d3djaGhIVitVnz84x/H3//936O5uVkmUnE69jvvvCP98aqqKvT19aG3txf5+fmoq6sTqjIw5xhbWlrwD//wD3C73fj85z+P1157DZ2dndizZ88Cqi4hz1qYNPNpntYM7UdHR6XVyF4+K+p84IkUJGOTBVBVVaXiz4efG5zvqa1H8OQGsCCKuFWmKArq6+vxxBNPoKqqCqFQCIODg1IDImCJhT/WBcjm5XvciOXm5opztlqt8Hq9qK2thdFoRHl5Oex2uyAzyWshqrempmbJf2d6ehqvvfYaXnjhBUxNTWH16tVYvXo1vF6vFBe1US+dIDEambZGPwyO4QkAzyuK8g0AfQC+AACqqrYoivI8gFYA0wC+/X4dieuZoihwOp3YuHEjxsfH0dnZCYPBgGAwKA9xplVdhsbUThgaGpJcn+kETxir1YrJyUn88Ic/RCAQwOc//3kYjUaEQiFEIhGZS+B2u/GZz3wGbrcbp0+fxtNPPw2dToc77rgDR44cwf79+1FcXAybzYZQKARVVVFfXy+DTioqKq7Kc++77z489dRTOHToEB555BF0dnbi9OnT2LlzJxoaGnDmzBnEYjGpvLP9qY2g2JZkATc/Px+RSEQcAp0KYdAWiwUlJSUYGBhALBYTrIO2LenxeOT6kfTGCEM7KJjpBj/P/L645ZyEiooK/Nu//Rt+8IMfSE0KeI9hylYusRZ0bDfD6JjZwi4tLRXtCDpOXk/OSGHnYikWCoXw7rvvIhQKoaGhAdXV1aJCRRIdI0Pu42AwKGliptFJRo5BVdVDmOs+QFXVYQD3X+d1/xtzHYwl2/W4DyaTCY2Njejv78fAwIBUeJn/L9W0m9Jms2HPnj346U9/isOHD8NoNMJqtUq+mU6nUVRUJCcqNQtisRi6u7sX5O7nzp3D8ePHpSg5NjYmtRG/3w+/3w+Xy4WqqiqBRW/duhVWqxWdnZ3Izs4WtWlgbhPX19fjq1/9KlpaWjA7O4tvf/vbuHTpEpqbm3H33Xfj5MmTACDirTz1TCbTAkEbjqYjAYnsVYKfbDabhJkWiwUWiwVtbW2Ix+MC8+akbErtcY5DRUWFRBcUZNEyV/nzD9uJyNRKSkrw2GOP4cc//jH6+voQiURE5i0rKwvxeFxQpBR7uZnGa8HvS0pKRK+SOBLWATKpkXV2diIQCMDn86GmpgZ2u126QoR7U6ciNzdXxvax9ZwpSnhZsCuTyaQML72WFRcXo6KiQvI6VpVvpA+sqipOnjyJ9vZ2hMNhRCIRRCIRGcLCEDM3NxcTExNSVDp37hxOnjyJrq4ulJWVYfv27TAajfD7/Th27Bja29vhdDpRVVWFrq4uPPPMM/B4PLjzzjvR09ODwcFB4YM0NzfD6XSisLBQOg3a9U1PT+Nv/uZv8NnPflZ68xMTE/j973+P1atXCwWaCEAWuxg6EuAUi8WkNUcuAkFKLCZqxXb5lfMaCOChzmY0GoXVakVpaak8VGxfsgugleX7qJ0CbfXq1fjyl7+MQCCAcDiMUCi0oBA5NjaGRCIBm812Q0zdpRprQNTlYLjPlGOplkwmZSLa2rVrUVFRIV0iYkZcLheKi4vhcDjkGQHmUh2bzZZxxLAsHMPIyAjOnDkjIqWLLTs7G2VlZULa0eLfMzG27IqLi/Hqq6/i+PHjAuQZGxsTAlUikYDBYMCVK1cQi8VgMpnQ09OD7u5uxONxrF69Gg0NDUin0ygrK5MahV6vx7Zt2xAMBvG73/0OoVAIO3bsEAdAPEEkEkFXVxd8Pp/UNbg+qkTp9XppeT799NNoamqSfL+kpAR+v19EZhKJhECF2WrUYg2oD0mIbyAQEICUdjAMUZocvstaDOsjjKrYduMG1DoAFhxvpyqRoih44IEH8IUvfEEGA7GLMzo6KlwI6ofeKsdAy8/PF8AegUfssn2QqaqK7u5u9PX1wel0LphRSgyE0WiE0+mUyIF7QZmXuWPNIRNbFo4hHo/j+PHjcqpeywhnppfUqhVnYlpgD4t12mEqOTk54nmp7Ui4LTCnTlxdXY1UKoVAIICqqirYbDYkk0l0dXVh/fr1aGxsRCQSQW9vL9rb2/HJT35STmKHwwGdTodz584hHA6LzHtvby+Gh4el0JeTk4O7774bp0+fxrPPPotYLIYHHngAo6OjWLVqlcybpLKzlrfAQTW02dlZyXctFotEAHwPvV4v7S22a8kh4Xg9LZiM0QFxIXQCBIhxLbfTOWRnZ2PPnj2oq6uT/UJtTtKdFzvmm2XajgywMHLKz88XNOVSjM8GOSxWq1XqRgUFBdKJsNlsAujSCtw6nU7peGViy8IxTE1N4dSpUzh+/LhQaBcb2X7M9W/kZrIglZOTg02bNkGv1yORSMjDUFBQgLGxMWzevBkDAwNIpVICVKEEGkk4nG0wODgovf8LFy7g9OnTePDBB0XGPR6Po7OzE7t370ZeXh7Ky8uxZs0aGAwGHD16FIlEAiMjI+jr64PVasXo6Kh8NkVRMDo6ivb2dvzkJz9BfX09cnJy4PV6RaoNgKQKdGyJRGKBviWRcAT4sOhFijTrCMyPqRLFOg7VqxghkM7M7oiWb6F1ErfbLBYLPvvZzwKAwMaZZlFPg+u+mVGDtkND1iqVqSk9t9Tr097eLhPUmUKmUimYTCZBvRYUFCCVSmFwcBB+v1/2EKXxboTtuiwcw+zsLLq7u/H222/D7/df8ybxhGdflps8E1NVFe3t7TCbzTh37hxCoZAMLeGIuIqKCkQiEZw7d04KohQPYS6tJW/p9XpUV1cL5Hbv3r2YmZnBt771LaRSKRgMBly6dAnBYBCVlZVIJpMoLy/HQw89hIqKCmmraRWOuamoe0impcPhgNfrhcPhEFUjskY5bYmtS1bcKWhCfciJiQkMDw+LYhYpudRB4LXmWnJycmTU3PT0tLBfCVWnHoQWAbkcnAJt69atuPvuu5FMJtHW1oZ0Oo3+/n5kZWXB5/PJ627FmqkepQUZZQL0mpiYQH9/v3ToLBbLAtBdfn4+LBaL4BiCwSASiQQmJycFY8J2dKZgwGXhGAAsQPJd78KxOMgCV6ZeXlXnZl+Ojo6iurpa5MDoAOiVu7u7pZhHfQPt3EWTyYShoaEF4960WPjXX58jk37sYx9DSUkJEokE2trahC1KQhLBNcFgEJFIRDj6/PyJRAK/+c1vsG3bNgkTSbFmEU1RFDm97Xa7hPgkDPEBJhIwlUrBbrcL+MdisQj9uqenB3l5eQuEZDgElu9LZiAdGa/R4nt2q/P2pZrRaMSuXbsAQKaDEb3KSCnTiv1SjZBorep4JsbCuN1uR35+/gKHzwKvTqeTlJDpCx0GAOHP3BIS1a02VZ0bO8Zi2rXkttLpNAKBgIizann0S7WsrCyZM0lqsdFoRCQSQX5+PlwuF0ZGRhaw5ygUwlpEU1MTbDabnMLNzc2i0sQbEo1GcfjwYSQSCZSVlUmhqL+/Hw0NDQiFQjCbzfJZ6RCYQhDV2NDQALvdjq6uLmGXApAw32KxiCaEXq+HyWSCyWQS2TeLxYJkMilakowYwuEwLBYLDAaD9L3D4bBM2uLwGnY4WBRlbYGgGWIAmGJo9Q3oKG6XdJrWtm/fjvLyctEqoEPj5K9bFeGQT3EjLdHp6WlcvnxZakO8vlTPys7OlpSE4K3p6Wn5e3QkjFr/JGsMPMmp1Xet00bbouQJnmmdgWrPhYWFuHDhgjwsHGev0+kQCoWksk+JN5KH9Hq9dAdY8ONQGoPBAK/XC7vdLjn4pUuXcObMGeTm5iIcDiM3N1fo23a7XdKYvr4+KYiq89JivJFf+9rXRHiVQiqtra0oLi4WGjq1IdlRIUxZC78FIIOAmetyNkMymYTH4xEhGeIPzGazjOrj9CcAEoWQsMX7wAE1WqHd5WAWiwUPPPCAMGfZ/y8qKgJw8x2DlqJ+o2IsiUQCfv8ck4AAMuA9rRBKzvGZoUCNTqeTqW1ECHPaeCa2LBwDAIEYk5J6LdNqCrA/n4nR4fT09KCjo0O0BIirHxwcFBAPEWw5OTlCBV+zZg2ampqEGMPqfnd3tyg+M3zv6elBRUUFZmdnEYvF0NLSIpOe2Lo0m83o7+9HNBpFV1eXVK8ZBvb19WHXrl14/PHHsWfPHqxatQrBYBD33nsvvvrVr8qJTTwCuxSshWhl0CKRiAzIoV6jwWCA1WqFz+cTnAivEX+XhCrmtZTgA7CAXakdV8eHAsBtjxZon/70pxcM4iEJ7mYXHgGI8Au7RJka28RazQY689nZWZjNZrn3JLCRYUuiIDtMAOSgy8SWRSpBi8fj0rJc3HfNy8sTzUctVyATqC3p2y0tLThx4gTcbreMwGtra5P+PVtCBQUFCAQCUFUVVVVV+Ou//muJFIaGhgQ2PDAwgKKiIiiKgkAgAGDO+ZBcMzs7C7/fj7q6Opw8eRKzs7NoamqC1+tFd3e3VJa5ifi5uru7BZX56KOPwuVyIZlMoqmpCR0dHaLmRD5AdnY2TCaTqD/zlCe+gRVx1lKqq6tRWVkpG40FXRbmtIhGrTCLll9A56pFPWq/LhcrKytDeXk52trakJeXJ61KalPcTJuenhZuyo1YKpVCe3u7sEEpvEOAFJ1BKpVCKBSSe5Obmyt4Bt4r8jQYfSzVlo1jIM6emgKLjeIX1EykCo52QvQHmaIocoHLysrg8/kEjxAOh2EymWC1WqXAQ0Wj6upqfP/730csFsPvf/97UXAi0CQ3Nxder1fUoKlsTZWk/Px8tLW1ITs7G4lEQlCVVqsVO3fuhKIo8Pl8skHJ59+9ezeSySRMJpNMVXriiScESblmzRrk5+fL+HfiLahHwDCSUG2mFQQylZeXw2w2C8afxTkOyGFKQRIW6wzUOeQJpp2WRUIPnclyGdial5eHHTt24M0334SqqigtLb0pEnQ0RlVMpW6Uh6GqqojyMkWk7D+jNuJUOLWNNSqz2SxREIliwNwhlSnFe9k4Bk5bYhh8LSPXXQu7zcR4ghqNRpSVlSEvL08Uddnao7oTH9KmpiZUVlbizJkzePnll7Fnzx4MDw+jrq4OnZ2d4sW9Xq8oC1MoljfIYrFImOd0OtHR0YEDBw6gsrISH//4x4UMw785OjqKF154ATt37kRxcbFERHzgW1pasHnzZsRiMXE21HHg9wAEnahtYXKCFAFN3GQ8nSKRiEyk4r0gWUobevMeMZfV2tTUlLQ8eZrdipM5U7v33nuFXEZsxs0yvldOTg4mJiZuWH+C9QnSppneEUjGvUlkK4AFIDM6Y04RI9qTIwuXasvGMQDvXZTr6SyYzWY4HA4pwt0IyMlisaC+vh65ubm4fPmyeFJ2BYgtHx0dRWVlJT7xiU/g1VdfxR//+Ecp7oRCISky8lQdHh7GyMgIrFaroAnZa/b7/SgtLZW8/sSJE3jqqadQX1+P6elp7NmzRzoJJPesXbsWhw4dgk6nw4YNGwS2/N3vfhd/9Vd/hZmZGbz44otwOp04cuSIFB9JpGlraxNsAyGyVA8mx2Ex34R6DiRZ0XlQNZkMQW5EbR5NqjY1H3gtWVAFPvox84utpqYGtbW1aG1tlet9M50DbTGzdKmmqiri8ThmZmak80UdVNYM2P6cmpqSbgSjC8rQAXOHC9nAAGSI8VJt2TgGesDx8XGMjIxcU1mHIThzrEwn+bAuQRQcwzRW2enpGQbH43EcPHgQfX19MBqNgmIzGAwYHh6WXLu6uhrNzc0SlhNwNDMzg2g0CofDAYfDgbVr12L//v0wmUw4d+4c8vLyMDQ0hLGxMeTm5soJwfyxv78f//7v/46Pfexj2LFjB/7whz/A7XZj586dGB0dxYMPPihELbPZDL/fj6GhIfz+978XMRUWabmxSM0tLS1doAmYl5cnCD0OWuE8C60jAeZOJW0LjspGFHgB3gutedqxj387nYPRaMSWLVvQ0dEh4KabvRZ+vhv5nFNTU4hGo1dhEujUmbal02mZ0D41NSUAKqpBRyIRABDULvdlJrYsHAMhpNPT04hEIqJFuNjYF2axK9OIgYXL1tZW9Pb2IpVKweVyIZVKSZEnLy9PvDTVoktLS5FMJhGNRjE8PIzc3Fz09vZKB4GMTKvVCo/Hg/b2dkxMTMh4duoleDwe+P1+xONx3H///SIHPzIygpGRERl6QxVpn88nHBKz2SzCMv/xH/+BixcvSqRB0pDf70dDQwO2bNmCP/7xjxI+Dg8Po6CgQLQBWfdgxMOaACMfMiepLGW1WqU7QQozH3oaIw3WcXhaLuZS3E5TFAXbtm3Diy++mJEWQiamLYpnalo8AlM2Xk++ZyqVEqUoolkJkQcg2AXt8B/tuMKl2rIoHbOQpdfrhf12LaNsFZV8My1sETdOzT0AciJS+GSxduGqVatgNBoRDoeFhcmpTszXOzo65BT1+XyCruS0pkuXLsHj8aCjowN33XUXYrEY7r//ftx5550CsPJ6vSL+AsydFFVVVfj2t78tn5kyc0NDQ6ioqJB1X758Ga+++ioOHz6MZ555BgBkeC51KrlBqNTELghrJCxQEl3p8XhExZgPNwVBuGm1m5dpCHUYtDqDjIJuBK16s+2OO+5AcXGx7J2b7axYsKZmx1JN1QgNM3rWTipfLNTr9/uRm5srg4CouMXp36yZkXG5VDanfI5MP/itMDoGqhAlEolrYhR0Oh0KCwtFICRTHAP/jtfrRV5eHjwej2gWTE5Oij4iWZD33HOP1AyYukxPTyMUCgmykBfdYrEgFAotGHxSWFgobaNNmzbh7NmzyMnJwTe/+U0cOnQIVVVVMiPz1KlT0nc+ffo09u3bh0AggG3btuHLX/4y0um0gJomJydRVVWFSCSCYDAo8OTs7Gz09fVh7969ol6snf3IlICKxXxgWZT1+/3SbWEFnFEA217Ae1wKIiH5PpTbY7eCD4b2BLzdjqGkpARbt269YXbuUoysx0wcIVGpsVhMaPQU4WUqSN5Le3s7YrGYgOp4vUdGRkQ9nZ2MwsJC6eRlYsvCMRDeyYEe0Wj0mhe0oKBAVHa1YJylmvZ0KygoQE1NjYTPTEt0Oh3WrVuHz33uc5idncW5c+dEh8FoNIpqUiKRkK6E1+uF0+mUydDr1q2D0WiEw+HA2NgYmpqaMDo6iqmpKQwNDaGyshKJRAI/+9nPsG7dOjz44INYv3494vG48PXZuZicnMQjjzyCuro6PPjgg/jOd74jQ2e0qsUE7kxMTGB8fByRSETamEajEW63W6CyhD0zHSCHIhAIIJ1Ow+PxyPqpF0inQifAwiMRjkRAskajpWaz3nIrlKIztby8POzevVtarlpU4c0yFmQzcYacB0KAXSqVEug7W5GE4QMQGjz5OVSkpsQe8N64BIPB8L5CSNeyZeEYAEi0MD4+Loo7i62goABVVVXiATNVida2dDwezwK1m6ysLKxevRrbtm1DUVER3n77bezfvx/hcFiQhZx8zfYiPbbD4YDT6YTRaBQATVVVFcLhMMbGxrBnzx4cO3ZMFKCoIdnf34/HH38czzzzDC5fviyIy66uLpw7dw5nzpxBIBCAwWDA+vXr8ZWvfAXRaFTwEtFoFJFIBLm5uaJFSRTc0NCQ1BC0kQKh2IxOGLYODw+jq6sLWVlZgoxkIZVOQNty5LXUpgt0CNyYdAjsNi0XW79+vYj+JJNJ9PT0YGRk5Lpw/EyNjoHXTIsEvZ5RNIcgvJGREYmI2UaPxWKIxWLIysoSngwdMg8F1iQIi8/Ly0MkEsnYMSyL4iNDLlZctcUrrbHCTSUmjgdbakjIU4t/i6QTCmdMTEzg5MmTC4qfVL/h0BVKqTE8N5vN6OvrE10Dq9UqGgx+vx+NjY0iKR4KhVBSUoLq6mpkZWVh+/btOHv2LJ5//nmo8yKx//iP/4h169bh+eefx9jYGF5//XU8+OCDEmW8+OKLMJvNouunZTiy2MRTZXZ2VjoMZPgxvSHWgOlGf38/Ojo6UFJSAoPBIJBhANJ6ZPitVW7Snow0CsSS7qtlA97uiAGAwLpTqRTOnj0rqt4zMzMoLS2F0+kUvYMbNTpTbXR1PVNVVVJERli8fvn5+dIxYm3L5XLJfWSqwToRFcny8/MRjUaRm5sr3apMbFk4BgCyQelpr+VheWIxldBWvJf6NyhzZjKZRLYNgHQmeJG1MOKCggKUlJRgamoKVqsVXV1dUFUV5eXlKC8vR2dnJ7q6upCTkwOHwyFwaRYj9+/fD4PBgOLiYhQUFMDtdsPj8aCrqwszMzO4cuUKWlpaEIlEZAw8VYTvvfdetLa2ylyN7u5uGUnPaV1UmaI0ujb8ZJ5JJqUWJksA0uTkJDo6OmQoq16vF2itNgrQOgFed60Gg1bmjbBsbVWdIjm32znwATp69CjOnz8v/JxQKISBgQFBhjqdTpF/z0R1CVgoof9BB1c6nRb5vGg0ikAgIFKBxJEMDQ1hdHQUJpMJbrdb5oRwP1P81Wg0orCwUCKO0dFREW/JxJaFY9ASdaamphAMBjEyMnLVXD9OWtKmEZmEfhRT4cV0OBw4deoURkZGYLfb4fP5pGXKqILkKKvVKorD2lA5EomgoKBAMBasJbBgFwgE0NvbC4/Hgx07dmB2dhZ9fX3wer245557cPjwYZmOxRmaly5dQjKZlJyddQQyNWdnZ6UOU1BQIANbFUURNWKmAj6fTwRIyeun402n05iZmUFfXx9OnjwJg8EAu90Or9cr7UwtIlNLDlp8XRc7C9YeWIRj12a5iLmMj4/jwoULiEQioggWj8cxOjqKQCAgojccTOzz+UQKsLi4WOon16JU0ykQ2kxB2OsZtTWGh4fh9/vlwOLvxWIxhEIhFBQUoKioCHa7XeoJWt0NYE4BnWkdCXwsrmdiy8IxAAtx9oODg9fEMuTk5Ii+wY1oP/JmMhxm+5PheE7O3Jh64hmAubDYbrejt7dXaLtjY2NShEylUsjLy4PFYhHkWl5eHtxuN9LpNC5fvgyHw4HGxkYcOXIE//qv/4qRkREZU/+3f/u3+PnPfy5gIgq+6HQ63HPPPejo6MAbb7yBu+66C+fOnRPp86GhIRiNRukosJDI05DFXFK7KYdvNBqlQMXi5MGDB+H3+3HfffdJNMOCFhWA+PBzA/JvMX2hs9GeknRibN0xZybY6XY6B947nU4Hj8cjEHa2bTnzcmRkBAUFBbh06ZKM/+MsSkr1OZ3OBQ6CzpMame/3Oakz0t/fD7/fj2g0KmmeTqcTohT3PlM9Ttzitc/OzpaOHdvuBAuGQiGkUqmMrs+ycAz0cFNTUwgEAqLNcC3jzEme0JlsLlVVcenSJXmP7OxsUUM2Go3o7OwUZCXhxKtWrZJuQmlpqeSALI4ycvF4PDKLkp/HaDRKvnj06FG8++67WLt2LdauXYv8/HxJRR577DE899xzmJiYEDRjIpHAW2+9hYsXL6Kvrw8XLlyAyWSCz+dDIBBATk4OjEajFJ0KCgpkmIxW1osqTXa7XdqUwJzDm5iYwPnz53Hs2DEpmGoH4FDTYXH4rw2TtT+/1r3QOgTyULT/73q/d6tNp9PB6/ViYGAAVqtVZm+wCMl0kmxZtqXZbaGDLCsrQ1VVFdavXy/1ADo+Osbr7WVGFRcuXMCVK1cwODiIqakpURXjKD1grgtBNnB3d/cCLUdiF3hv6RgoOnQjc16XhWOgt9OGRBQ6XWw8AXlhMulFJxIJnD17FmVlZSJ3pqoq3G63nKBGo1HYhRs2bMDMzAz6+/uF2EK9AYqcaMfDp9Np+Hw+iRqmpqZgs9ng9/sRDAZRU1ODV155RSTs+QD7fD58/etfR3d3N7KysqTzYLVacenSJUlrzGbzAjYdIdoUm2HIzoo10wfKt42Oji4AHw0MDGDfvn0Ih8PYuXOnaEoy3aBqlfZBAN57oLnpr+U0tPeGv0tnDGBBwex2WHb23EiCnp4eoaMD71HeR0ZGhIpOjUw6DUYSbGeXlpaitbUV9fX1aGxsXDAz4v3qErOzs2hra0N3dzeCwSCi0aiA0LKzs6WzVFJSArfbLeA5dnu4L9iBYIEYmJOFGxkZkQJ9ptd5WTiGnJwc1NbWSrWYGgnXsomJCWmjZarVNzU1Jbn36OioTKDW6/VCXsnNzYXD4RAwUTAYhNPpFN0DTgDiZOpYLCaFtWQyCafTCavVir6+PiF7VVRUQFEUGbH34osvIjc3F5/73OdQWloqLcW6ujqcPn0aIyMjiMVi2LBhAxoaGnD8+HFxJH6/Hzk5OTCbzQsw8nzo+Y+ELZPJJPkyyVGzs7MYGhrC/v370d3djaqqKtTW1kq0oKqqOB5GP9yIDJO1fAntpmNKw9cTRUrsRX5+vkRd2qr/7XAQdXV1OHHihACziPFgKM8UTXvqptNpoaYnEgn09vaiv78fgUAAOp0Od99995L/fjgcxsmTJ9Hb24vR0VGYzWZYLBZhR5IcRb0OAAvmibKDR8Ed0ueJgCQUn3iGTGxZOAbm00R/mc3m66IaTSaTUGZTqZRUvJdio6OjcDgcMh2a1V+eeuXl5SguLgYAXLlyBePj47BarbLRx8bG4HQ64Xa7YTAYRLsxGo2Kvr/f78fk5KSAlSgLT4HVoqIidHV14eWXX0ZfXx8ee+wx1NXVSYhNJwlACqLAHER6bGxMOiVsSTKUZHplNBpRW1sLq9Uq3Qi2NxnFTE9P48SJE3j33blZw01NTWhsbBQFKlLb+TAwGtKqHGtZkwCuihoYGdCJLGZysoh7q9CHSzGSySilR6dJUhlDdJ1OJw8adRfHx8flM1Es5ctf/vJVZKXrpRKpVApvvPGGjJ6j6A7h/hQBstvtsNvtMueE09+1kRflCq1WK0KhEJLJpKhJs1bxJ6kSbTQaBXBUUVGB6upq2Gy2a77WarVKK40bdKmmKAoKCwuRm5srY98YEhYWFqKwsFDUbphXk0zFCvHw8LAUoYLBoBCSmOORCMOoxuVyobm5GQ6HQyYGcRz6u+++i9/85jfo6uoCMHfarlq1CjMzM4hEIsjKykJdXZ0UMrlReXKzNUk4MqMtqkVTOHRxhHXs2DEcOHAAubm5aGxsRENDA3w+3wInqS0acm2Lp0xpHYP2e77H9PS0qG1zIxMere3z3y6YdE5ODtxut6QHZCqSE8KHlSK5RIN6PB6ZjGYymQSSfC0E5bUioenpafzxj3/EgQMH0N/fL86HBVGK/paXl8Pn88FmswlojXBpdpTYSi0sLJRCNKMKAtU4jSqja3Njl/TmG4Ew7NGyorvY2GbkTWDYtxTjuHeGhg6HA/39/QDm6g/xeBzhcFjCXnYIONgWgLQnWeXVgosAoKioCN3d3UJqqa2tRWFhIbq7u7Fu3TppX+n1etjtdvj9fjz33HMoLS3Ftm3bZJ5idnY2/vCHP+C1116TuQGTk5OSlxsMBkSjUYyPjwtXQ4s/YAeCCtL8jMePH8evf/1rYXhu3rwZDQ0NkjrwtQQvaWdoLIb5fhBoh21WbbGSJ7L2dTdKU74ZVlpainfeeQcWi0WIS6qqCqGNzpLj7JjCqaoqsn06nQ4ul+uaUoOLP9PMzAxOnTqF3/zmN4hGo+I4Sf0fGxtDTk4O7Ha7pKXEMQwNDUkaxinlRUVFEhmGw2FBWRKUxwL94tb/B9myiBgAyGlns9lQWlp6XeYkq/080TLJnUgQSqVSGB0dxeDgIKxWq8jEA++hK3mjAIisFkN1zp+kmMbY2BiGhobgdruxfft2mM1m2Gw2yRO3b98uhUQW9mZmZtDY2Iji4mIhZQ0MDODll1+GzWaDz+fDkSNHMDQ0JJ9Vr9ejsLBQUhuG4mydOhwOEZApLi6WDUdx0RdffBG/+tWvMD09ja1bt2LDhg2oq6sTeDAfCmDhhtaCm3iNGB5T/YkPtzYaoHNhT52EMpK+eD95D7Xv/1GZ1+uFxWKRIcDEuPAesTaj1+uFq8NahMfjQW1tLWpqamQo0PtJAUxPT+PixYtS8AUgSEVOLpuenkZRUREqKyulBc5Coha7YDQaYbPZ4Ha7UVhYKHUFYnxGR0dl/9nt9j/NiIEtPZfLBZfLJey+a1lWVpboGBKEs1TjSaAoCpLJpDDUVFUVrURuhKKiIgwODi7gxI+MjMipUFtbi8bGRgCQ6VmcLVhQUIBkMintxOLiYuzcuROHDh1CLBZDY2Mjzp49i+HhYaxZswZTU1NoaGhAY2MjTp48iSeffBJmsxnr169Hc3MzxsbGFsycYK+d9RgOpPV6vTCZTCKFPzs7i3A4jPPnz+PgwYPo6uqCy+XC3Xffjfr6ehQVFQkWgg8oQVXaSEFbTGQhUqsHubhLsdi5MOVjFLYY10BHrH39R2V6vR6lpaWCQmWrnM6AJzAPKk4WJ/bF6XTKdSGYbLGpqorR0VGcOXMGhw8fRn9/v4DQSJnmdfd6vbBarXC73SgoKBDMSzgclr1ING5paalEKn6//6rJ5tyDhM9nYssiYiDght6TYf21jJVynU63gEm2FDMYDGhvb5fTlkUa9tfZ3uODocW5U16dUnBsETU2Nkq7Kz8/Hw6HA3fddZf0wpPJJCYnJ9HZ2QmTyYSBgQHU1NRIe/bYsWMoLi5Ga2srJiYmcN9992F6ehovv/yydBeIpqReITEUrPbH43Fpc2kBUO+88w5+8pOf4Omnn5bU4Ytf/CLWr1+PiooKeDweeT3zakKl+dDyGmsRkHz4FxeIte3HxQhJ3jNubABy77SiLx91vUFRFHi9XgF7ETZPuDG1DQgcI3eGe8Xn84mo7rUGu6iqit7eXjz33HN49dVX0dPTIwOIqGFKyDkjkOrqahiNRjm8IpGIzAxRVVWiBbJkmRozfYjH44hEIgvo2pkSDpdFxDA5OYnBwUGZ0wBAhoIsvtDUCSC8NpMPbDab0dHRAavVKvLc6XRa2qTT09NIJBJyk7OysoQAtXnzZly5cgUAxBHE43GZp8lTtLCwEGvXrhW4LdMMp9OJ119/HatXr0YwGMRnPvMZPPvss0in06ioqIDP58PExISAni5evIhjx46JlD0jm3g8jsLCQhG1VVUVDodDoORtbW3Sb5+amoLD4UBTUxOqqqpQUlICo9EIu90uUF+ejDqdTh4MplFaIVdGUrw3hGoDC+Xarseh0H7Pr1rg1OJC5kcZNVRWViIrK0siQu47LZiJ14R8Ek6Dys/PRzweFxKeFoszOzuLnp4evPXWWwgGg+JUOF2c3JxUKgW3243S0lJUVFSIzkckEkFnZ6e0IGdmZmAwGKS2QCwNu0XUMolGo0in07BYLNLSzFS7ZFk4BubXlHczm83wer3X3SBOp1PaaJlEDE6nE319fRgdHUVHR4fUAdibZlGMToH1AAKwKA3PiIPIsng8LkNnS0tL4fP5kE6nsXfvXsTjcVy4cAFf+cpX4HQ6EQ6H0dzcjI0bN6KhoQHBYBB+vx9bt26VEPXBBx/ExYsXcfTo0avGy1EiXDvLgTMOVVUVif3a2lp4PB4Zhurz+aSKzo2v1bek4hQdAGstWiYlOwjsUGh1HIGrORPar1qQjZYJSrudBUg6S4bfWVlZ0jnSQtWB97AwWuwDi9GKoiAcDsPtdkukcPjwYSkaTk9PS+rA9HlqakpqUkVFRYJgbWtrk9Yk4c0GgwFFRUUoLy8XGHdWVpZEkCxS0nEzup2YmBAE51JtSY5BUZQeAAkAMwCmVVXdqCiKDcBzAMoB9AD4oqqqsfnXPw7gG/Ov/x+qqr7+Ae+PkZERmc40OzuL/v5+gRkvNqfTKQ9IJo6B9FUSVhg2m81mqeBSKp0gJuaSLpdLQmGCS1wuF9LptKj5snOg0+lQWloqkNotW7bAYDDgoYcewo9+9CMUFhbi0KFD2LZtG9566y2MjIxgdHQUFRUV6OnpwczMjGgvXLlyBYWFhbIJ0um0wLhZRTcYDOIAWKNhWuHz+WAymWCz2aSDwloKoxB2JIjqZM48MTEh6R3h0fybWtmxxfdS+5W2uPaQaV/9VppOp0NJSQlaWlqQn58v8x450oCOgBEDlcS1n5VOrr+/X9KQ9vZ2wbPws5MtyXSFztztdsNsNmNsbAzBYBCDg4OIxWJIp9PCDbLZbKioqJBohVEdZ5twaDLJiNp0NlPL5O5sV1U1ovnv7wF4U1XVJxRF+d78f39XUZQGAA8DWA3AC+CAoii1qqpeN5bhCUQGGRFf1wt/KKUOZDbxiPny+Pg4XC7XgtYOmWhs87HIyIc9lUrJg6uqKsbGxrBq1Sq0t7fLRggEAojFYtDpdGhsbJRTp6enBwaDAX/2Z3+GvXv3orOzE6tWrUJfXx+qqqpw6tQp9Pb2CmZh3759WLNmDWpra3H+/PkF+T0h0JSoMxqNKC4uFugzST6EUJPww2uVlZUlUQGLgiSH0THQETBi0qo0sa0MYEEN5npgJ+C91OBa6QZ/L5P7eCusrq4Ox48fl3WOj48vYIMSEUnyFDtjLFZyWBIFVXh4cPYnQXvxeFxaiGx/OhwOwdVEo1H4/X5pYzLSYBTtdrtlIG9+fj7C4bB0yQKBwIJDiuA3bfF0qfZh7sYeAL+a//5XAD6j+fmzqqpOqqraDaADwKb3eyNFUaQPn0wmMTw8jN7eXpHBXmzMAzPhSqTTaRw7dkw08Twej2xotoEICCGjLR6PiwzcmTNn0NTUJPoFIyMjKCwsxMDAgCj/MNw7dOgQCgoK8KUvfQkFBQVob29HNBpFQUEBdu/ejWAwiJdffhmTk5PYsGEDotEo3nzzTVy5cgWKouDOO+/EG2+8IVOuOTOC8G2PxwOv1yuj5ugMCgsLUVpaitLSUng8ngUIUpKq6PSYNxOzwetIyLhWR1JLMSZwiWEw0x+tYtG17u/1vufvLv7ZR12ELCwslCiMdRU6TRKqtJ0zgtq0orKLgV2s37ANT0wJOztaKPP4+DguX76M5uZmDAwMSJ2IaQ1JVOxAFRQUIJFIYHR0FIlEQqQK4vE40um0qECxaHk95fXr2VIdgwrgDUVRTiuK8q35n7lVVR0CgPmvHARRDKBf87sD8z9bYIqifEtRlFOKopyanJzE6OgoQqEQxsbGEA6HEY/Hr5tvcvOQKrsUm5yclJCKXpl9fgKIAAjlmkVN5pJtbW3weDyygfLy8tDY2Ai73Q6TyQSXyyUnQDgcRl9fH3bs2IFPfOITSKfTuHjxIsbHx+F2u7Fp0yYMDAzg7NmzOH78OL75zW+io6MDTz31FA4ePCgO6uLFi/B6vVJcIr2b6Dyz2SwDad1uN1wu14L6CDc3C4oAxFFkZ2fLHA22uIhQJO2YYSpp19z8s7MLJ4FpI7ul1gi0WAftz24X49Jms8HlcgmzljwXRkm8Viwws+hMlCGFVYiYJP9FK/tHh8OU2e12i15oIpGQB52RLNXCbDYbqqqqUFVVJbgFtqvj8Tja2towODiIZDJ5VdeKMGstsWsptlTH8HFVVTcA+CSAbyuKsu19XnutO3rV06uq6s9UVd2oqupGUqipbsvJSe+H1jKZTJJ7LcWMRiPuv/9+bNiwAVNTU4jFYgvENJV5uHR5eTmSySSys7OlisyC0NmzZ1FfXy+tJSLV+MAQxq3X69Hb2wuTyYR169YhnU7j6aefxuHDh1FYWAin04mPfexj6O3tFXGQ3bt3Y2RkBAMDAxgYGEBVVRX+7u/+DqtWrUIqlUJfXx+GhoYEvclWmdFolH/a01YrqcawloVGbmgCuxhNkL/A4iAHn5D8xGIv//FB0T7Q2vRgKXYtB3E7LCsrC7W1tbIPLRYLFEWR6JBFV7PZLHUlImPz8vIk5GfKxQGzFPlhBMZIwe12w+l0St2LDzOdDtGxOTk5KCoqQkNDg0SB4+PjAo2OxWKi0sRpaLz/rON4PB7U19dndj2W8iJVVf3zX0MAXsJcahBUFKUIAOa/huZfPgCgRPPrPgAfOGqX5CAW195vVB0AKcAsNXeiJyUZKicnB+FwGOFwWCCjxFCwV0z9A6/Xi9raWimIVlVVwePxYGBgQIp4hK9OTEygp6cH/f39OH/+PO655x6heafTadxxxx3Q6/Woq6sTjH1zczMMBgPGx8clZ7RYLKioqMCjjz6KjRs3Sliv1+ulXWY2m6VYSgfJU58PLesnWlAOaddaKDlTJHY8SCengyEMl6cZW510qloA1LVqDJnY7eJOVFZWIicnB5OTkwu0EKanp5FKpZCVlSWhO6UAOd2LMyUJ66fwrt1ulyIvnTELvpOTkwiFQjKEiHwMs9ksr3G73airq0NJSQkKCwsBQERkhoaG0N3djf7+fsTjceFS0OFbLBaUl5ejvr4eTqczo2vxgY5BURSDoigmfg/gEwCaAewD8Oj8yx4F8Nv57/cBeFhRFJ2iKBUAagC8+35/g2ETvSbZiSSTXMvogZdatIpGozh16hQGBgbECXA0OLsSxAUwD2dHJDc3F3a7XeThN23ahM2bN4u+v06ng81mQzqdhl6vR2dnJ2ZmZtDS0oLs7Gx87Wtfg8ViEbZcWVkZjh8/jtHRUYTDYZjNZvT09MBoNOLIkSPYu3cvwuEwjh07hqysLPzwhz/Erl27UFpairKyMrhcLjgcDgCQtIJDaVgIy87OFkAOW5haGXfmz8RyECTD9IMpCbCwaEknw7CVthja/H7FyMW2+LW3K3ooLi5GSUkJbDab4AvC4TCGh4eFsEYRYqagjKQIa2bdoKamBmVlZTAYDHKtWHScmppCKBRCb2+vIBbJ6GSKmJubC5fLheLiYhQVFYkUAQvHw8PDaG1tRX9/P/r6+hAKhaSYzOI0HQNTmUxsKV0JN4CX5m9WDoCnVVX9g6IoJwE8ryjKNwD0AfgCAKiq2qIoyvMAWgFMA/j2+3Uk5n8H1dXV6OjowMTEhGADotHodX9ncnJSWmZLsby8PJHnpn4BBVdsNhtOnDgh0QrzsZmZGYTDYQntKICyefNmrFq1Cr/61a+EhssZAAzVw+EwcnJy8MYbb+Dhhx9Gb2+vYPE7Ojqkz9zc3CxiHDk5Oeju7sbg4CCys7Nx9OhRTE5OwuVy4S//8i/x85//HB6PRzYgH3KCXLTitSyq0tmpqionEQtRPOn5fuzEEE/CU9JkMkGn08lEK6YfBPMwQuG91N4TLaDpWl+5juVgRqMRO3bsEJ1OzhvJyclBIpGATqfD8PAwNmzYIHUcjhPgZ5qdnZtuzuvOQmA8HkcgEJBCZjQalYONhWPuae24AjKBuQ7iZ4LBIHp6euTw5FoJkS8qKkJxcbFwOzLVLlFuV9i2YBGKEgYwBuDabYjlZQ6srPNm25/KWv9U1glce61lqqouKadYFo4BABRFOaWq6sbbvY4PspV13nz7U1nrn8o6gQ+/1mVBolqxFVux5WUrjmHFVmzFrrLl5Bh+drsXsERbWefNtz+Vtf6prBP4kGtdNjWGFVuxFVs+tpwihhVbsRVbJnbbHYOiKDsVRbmiKErHPEvzdq/nSUVRQoqiNGt+ZlMUZb+iKO3zXws1/+/x+bVfURTlwY9wnSWKorylKMolRVFaFEX5n8txrYqi6BVFeVdRlPPz6/yX5bhOzd/OVhTlrKIoryzzdfYoinJRUZRziqKcuulrJfjldvwDkA2gE0AlgDwA5wE03OY1bQOwAUCz5mf/L4DvzX//PQD/Z/77hvk16wBUzH+W7I9onUUANsx/bwLQNr+eZbVWzHFnjPPf5wI4AWDzclunZr2PAXgawCvL9d7P//0eAI5FP7tpa73dEcMmAB2qqnapqpoG8CzmaNu3zVRVPQxgMeTyplHMb+I6h1RVPTP/fQLAJcyxWJfVWtU5o1JI7vw/dbmtEwAURfEB2AXg55ofL7t1vo/dtLXebsewJIr2MrAPRTG/1aYoSjmA9Zg7jZfdWufD83OYI9rtV1V1Wa4TwP8F8L8AaGXBluM6gVsghaC1262vtSSK9jK2275+RVGMAF4A8P+oqhp/H97BbVurOseVuUNRFCvmeDeN7/Py27JORVF2AwipqnpaUZR7l/Ir1/jZR3nvP66qql9RFBeA/YqiXH6f12a81tsdMdwQRfs22E2lmN8sUxQlF3NO4b9VVX1xOa8VAFRVHQFwCMBOLL91fhzAp5U5fdNnAdynKMqvl+E6Adx6KYTb7RhOAqhRFKVCUZQ8zGlF7rvNa7qW3TSK+c0yZS40+C8Al1RV/f+W61oVRXHORwpQFCUfwAMALi+3daqq+riqqj5VVcsxtw8Pqqr6leW2TuCjkUL4SCqoH1Bd/RTmKuqdAP5pGaznGQBDAKYw52m/AcAO4E0A7fNfbZrX/9P82q8A+ORHuM6tmAsHLwA4N//vU8ttrQDWAjg7v85mAN+f//myWueiNd+L97oSy26dmOvinZ//18Ln5maudQX5uGIrtmJX2e1OJVZsxVZsGdqKY1ixFVuxq2zFMazYiq3YVbbiGFZsxVbsKltxDCu2Yit2la04hhVbsRW7ylYcw4qt2IpdZSuOYcVWbMWusv8fVx8aJBNwFJYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 填入代码，并展示运行结果\n",
    "#调用函数绘制图像灰度直方图\n",
    "import matplotlib.pyplot as plt\n",
    "B=cv2.cvtColor(img1,cv2.COLOR_BGR2GRAY)\n",
    "plt.imshow(B,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(B.ravel(),256)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.         1.         1.         ... 1.         1.         0.94117647]\n",
      " [1.         1.         1.         ... 1.         1.         0.94117647]\n",
      " [1.         1.         1.         ... 1.         1.         0.94117647]\n",
      " ...\n",
      " [0.38431373 0.38431373 0.42745098 ... 0.75294118 0.74117647 0.69411765]\n",
      " [0.38431373 0.38431373 0.47843137 ... 0.77254902 0.77254902 0.77254902]\n",
      " [0.38431373 0.38431373 0.47843137 ... 0.77254902 0.77254902 0.77254902]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d48efee0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "B=cv2.cvtColor(img1,cv2.COLOR_BGR2GRAY)\n",
    "C=B/255\n",
    "print(C)\n",
    "plt.imshow(C,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(C.ravel())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 2）\t对B进行直方图均衡化处理，试比较与原图的异同。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d4e97910>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 填入代码，并展示运行结果\n",
    "#直方图均衡化\n",
    "equ=cv2.equalizeHist(B)\n",
    "res=np.hstack((B,equ))\n",
    "plt.imshow(res,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.\t使用Python语言对图像进行平移、旋转。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d4a90190>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 填入代码，并展示运行结果\n",
    "#图像平移\n",
    "rows,cols=B.shape\n",
    "m=np.float32([[1,0,100],[0,1,50]])\n",
    "dst=cv2.warpAffine(B,m,(cols,rows))\n",
    "plt.imshow(dst,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d4b6e160>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#图像平移2\n",
    "m=np.float32([[1,0,-100],[0,1,-50]])\n",
    "dst=cv2.warpAffine(B,m,(cols,rows),borderValue=(255,255,255))\n",
    "plt.imshow(dst,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d5380b80>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#图像旋转\n",
    "rows,cols=B.shape\n",
    "m=cv2.getRotationMatrix2D((cols/2,rows/2),90,1)\n",
    "dst=cv2.warpAffine(B,m,(cols,rows))\n",
    "plt.imshow(dst,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.\t两幅图像(\"img_a.png\", \"img_b.png\")直方图是否相同，白色的为像素值1，黑色的为像素值0，当用3*3的均值滤波器滤波后（边界像素的处理采用拓展的方式，其白色的部分拓展为1，黑色的部分拓展为0），是否滤波后直方图也相同？简单解释原因，并且给出对左边图像进行滤波后图像各个灰度级。\n",
    "\n",
    "\n",
    "<div align=center>\n",
    "<img src=\"./work/ex1.png\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#左图滤波后图像灰度级"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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upbHCgPGOmCN/MGjDuMJ9Bljb83wNcKq3Q1XtAfYsxYslmaqqyaU41u+6a2ms4Hhbdi2NFa78eMc1LfNDYEOS9UleBWwFDozptSRJFxnLlXtVnU/yIPCvwArgsao6No7XkiRdalzTMlTVN4Fvjuv4F1mS6Z2rxLU0VnC8LbuWxgpXeLypqoV7SZKuKn79gCQ16KoO92vhKw6SnEzy4yRHk0x1bTclOZjk2W5543LXuRhJHktyNsnTPW0Dx5ZkV3euTyS5a3mqXrwB430oyc+783s0yT09267a8SZZm+Q7SY4nOZbkw117k+d3nvEu3/mtqqvywdwbtT8F3gS8CngS2LjcdY1hnCeBmy9q+xtgZ7e+E/jUcte5yLG9E3g78PRCY2PuayyeBFYC67tzv2K5x7AE430I+Ms+fa/q8QKrgLd36zcA/9mNqcnzO894l+38Xs1X7tfyVxxsAfZ263uBe5evlMWrqu8Bv7qoedDYtgD7qupcVT0HTDP338BVY8B4B7mqx1tVp6vqR936i8Bx5j6l3uT5nWe8g4x9vFdzuF8rX3FQwLeSHOk+1Qtwa1Wdhrn/qIBblq26pTdobC2f7weTPNVN27wyTdHMeJOsA24HnuAaOL8XjReW6fxezeG+4FccNOKOqno7c9+wuSPJO5e7oGXS6vl+FHgzsAk4DXyma29ivEleB3wV+EhV/Wa+rn3aWhjvsp3fqzncF/yKgxZU1alueRb4OnP/dDuTZBVAtzy7fBUuuUFja/J8V9WZqrpQVS8Dn+e3/zS/6seb5Hrmgu7LVfW1rrnZ89tvvMt5fq/mcG/+Kw6SvDbJDa+sA+8FnmZunNu6btuAx5enwrEYNLYDwNYkK5OsBzYAh5ehviX1StB17mPu/MJVPt4kAb4AHK+qz/ZsavL8Dhrvsp7f5X6XecR3qO9h7l3pnwIfX+56xjC+NzH3jvqTwLFXxgj8PnAIeLZb3rTctS5yfF9h7p+q/8vclcwD840N+Hh3rk8A71vu+pdovF8Cfgw81f0Pv6qF8QJ/xNw0w1PA0e5xT6vnd57xLtv59ROqktSgq3laRpI0gOEuSQ0y3CWpQYa7JDXIcJekBhnuktQgw12SGmS4S1KD/g9TUHj4Mi2TiwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 填入代码，并展示运行结果\n",
    "#左图滤波前直方图\n",
    "img11=cv2.imread('work/img_a.png')\n",
    "plt.hist(img11.ravel())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d6cc3370>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#左图滤波后图像\n",
    "img111=cv2.blur(img11,(3,3))\n",
    "plt.imshow(img111)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#左图滤波后直方图\n",
    "plt.hist(img111.ravel())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#右图滤波前直方图\n",
    "img12=cv2.imread('work/img_b.png')\n",
    "plt.hist(img12.ravel())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d3d6da82b0>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#右图滤波后图像\n",
    "img121=cv2.blur(img12,(3,3))\n",
    "plt.imshow(img121)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#右图滤波后直方图\n",
    "plt.hist(img121.ravel())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5.\t(a)画出原图像的直方图；(b)利用直方图均衡方法求出均衡化后新图像的直方图；(c)求出均衡化的图像。\n",
    "\n",
    "$$\n",
    "\\begin{array}{|c|c|c|c|c|}\n",
    "\\hline\n",
    "3 & 3 & 0 & 0 & 1\\\\\n",
    "\\hline\n",
    "3 & 3 & 1 & 1 & 4\\\\\n",
    "\\hline\n",
    "3 & 3 & 2 & 1 & 1\\\\\n",
    "\\hline\n",
    "3 & 3 & 2 & 4 & 1\\\\\n",
    "\\hline\n",
    "2 & 2 & 1 & 1 & 4\\\\\n",
    "\\hline\n",
    "\\end{array}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#a原图像直方图\n",
    "p = [3, 3, 0, 0, 1, 3, 3, 1, 1, 4, 3, 3, 2, 1, 1, 3, 3, 2, 4, 1, 2, 2, 1, 1, 4]\n",
    "hist, _ = np.histogram(p, bins=np.arange(6))\n",
    "plt.bar(np.arange(5), hist, width=0.4, align='center')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.0, 0.08], [0.25, 0.32], [0.5, 0.16], [0.75, 0.32], [1.0, 0.12]]\n"
     ]
    }
   ],
   "source": [
    "# 填入代码，并展示运行结果\n",
    "r=[[0,2],[1,8],[2,4],[3,8],[4,3]]#[k,nk]\n",
    "# n=25\n",
    "# rk=k/4\n",
    "# p(rk)=nk/n\n",
    "for i in r:\n",
    "    i[0]/=4\n",
    "    i[1]/=25\n",
    "print(r)#x像素归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#归一化灰度级后的原图像直方图\n",
    "xlabel=('0','0.25','0.5','0.75','1.0')\n",
    "ylabel=(0.08,0.32,0.16,0.32,0.12)\n",
    "plt.xlabel(\"Sk\")\n",
    "plt.ylabel(\"Ps(Sk)\")\n",
    "plt.bar(xlabel,ylabel,width=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0.25 0.5 0.75 1.0\n"
     ]
    }
   ],
   "source": [
    "print(0,1/4,2/4,3/4,4/4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "各灰度值转化为标准灰度级\n",
    "s0 0.08 0\n",
    "s1 0.40 0.5\n",
    "s2 0.56 0.5\n",
    "s3 0.88 1\n",
    "s4 1.00 1\n",
    "新图像灰度级和分布\n",
    "0    0.08\n",
    "0.5  0.48\n",
    "1    0.44\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#b均衡化后的新图像直方图\n",
    "xlabel=('0','0.25','0.5','0.75','1.0')\n",
    "ylabel=(0.08,0,0.48,0,0.44)\n",
    "plt.xlabel(\"Sk\")\n",
    "plt.ylabel(\"Ps(Sk)\")\n",
    "plt.bar(xlabel,ylabel,width=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均衡化后的数组：\n",
      " [224 224  20  20 102 224 224 102 102 255 224 224 143 102 102 224 224 143\n",
      " 255 102 143 143 102 102 255]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#求出均衡化后的图像\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 输入数组\n",
    "arr = [3, 3, 0, 0, 1, 3, 3, 1, 1, 4, 3, 3, 2, 1, 1, 3, 3, 2, 4, 1, 2, 2, 1, 1, 4]\n",
    "\n",
    "# 统计每个数字出现的次数，生成直方图\n",
    "hist, _ = np.histogram(arr, bins=np.arange(6))\n",
    "\n",
    "# 归一化直方图\n",
    "hist_norm = hist / 25\n",
    "\n",
    "# 计算累积分布函数(CDF)\n",
    "cdf_norm = hist_norm.cumsum()\n",
    "\n",
    "# 将CDF映射到0-255的区间上，得到新的像素值映射表\n",
    "mapping = np.round(cdf_norm * 255).astype('int')\n",
    "\n",
    "# 根据映射表将原始数组中的每个数字替换为其对应的新值\n",
    "new_arr = mapping[arr]\n",
    "\n",
    "print(\"均衡化后的数组：\\n\", new_arr)\n",
    "\n",
    "# 可视化输出均衡化前后的直方图\n",
    "plt.bar(np.arange(5), hist_norm, width=0.4, align='center', alpha=0.5, label='Original')\n",
    "plt.step(np.arange(5), cdf_norm*hist.max(), where='mid', label='CDF')\n",
    "plt.bar(np.arange(5)+0.4, np.histogram(new_arr, bins=np.arange(6))[0]/25, width=0.4, align='center', alpha=0.5, color='r', label='Equalized')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (test)",
   "language": "python",
   "name": "test"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
